{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing a PPG signal\n",
    "\n",
    "This notebook is aimed at those with no knowledge of HeartPy. It contains a few simple examples of the API available.\n",
    "\n",
    "In this notebook we'll go over how to analyse a regular PPG signal with HeartPy.\n",
    "\n",
    "For this we'll use the example datasets that are packaged with HeartPy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#First let's import\n",
    "import heartpy as hp\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "HeartPy comes with a function ***load_exampledata()*** that can load the datasets provded. It will return a tuple (data, timer), where 'timer' is the timer column (ms or datetime). If no timer column is available a tuple is still returned, but with timer array being empty.\n",
    "\n",
    "There's three datasets included with HeartPy:\n",
    "- 0 : a short, very clean PPG signal, sampled at 100.0 Hz\n",
    "- 1 : a slightly longer (~2 minute) PPG signal, with missing signal in first third, and random noise spikes in rest of signal\n",
    "- 2 : a long (~11.5 minute) PPG signal recorded 'in the wild' while driving in a driving simulator using a Pulse Sensor on the index finger and an Arduino\n",
    "\n",
    "---------\n",
    "\n",
    "Let's go through all three examples and run an analysis for each."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#first let's load the clean PPG signal\n",
    "data, timer = hp.load_exampledata(0)\n",
    "\n",
    "#and visualise\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### That is a beautiful signal. Analysis should pose no issue\n",
    "\n",
    "when running ***hp.process()***, two dicts are returned: working_data (containing working data that you may want to access nonetheless, like peak positions and peak-peak intervals), and measures (containing the computed output measures).\n",
    "\n",
    "In the docs we abbreviate these to **'wd'** and **'m'**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#run the analysis\n",
    "wd, m = hp.process(data, sample_rate = 100.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now you may want to visualize the results of the analysis.\n",
    "\n",
    "Heartpy comes with a function ***hp.plotter(wd, m)*** that does just this. The function requires you to give it the working_data and measures dict.\n",
    "\n",
    "If you specify parameters like a figure size to matplotlib before calling ***hp.plotter(wd, m)***, the specified figure size will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsUAAAEICAYAAAC3VYnvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9e3BkSV7f+8l6SSq9pZbUUndL6ud0T0/P9MzO7A6LWXM9OIC9LAv4ha0wawc39trGxutHGK7HYfANhgCCe8EPjO8arg1msY3BGLhhOy6szTXLsjvTPT39fqkfenRL6tZbqlJJqqq8f5yTpVNHp6pOqStTXdX5jVBIOirl4+TJzG9+85u/I6SUWFhYWFhYWFhYWLzIiOx3ASwsLCwsLCwsLCz2G5YUW1hYWFhYWFhYvPCwpNjCwsLCwsLCwuKFhyXFFhYWFhYWFhYWLzwsKbawsLCwsLCwsHjhYUmxhYWFhYWFhYXFCw9Lii0sLCw0QQgxLIRYF0JEDeQlhRAndOfjy/P3hRD/i8k8dUEIcV0I8c37XQ4LC4v9gyXFFhYWoSGEeCiE+Bbftb8khPiKxjzLkj03/5xLPleFEJeFEN9RRfr/WgjxY89QvsNCiN8QQswLIVaEEFeFEH8JQEo5KaVsk1Lm9pp+LeCS14x7j+aFEP9RCDFouAwPhRAbQog1IcSyEOKrQoi/IoQINQ8JIb5ZCDFdo7LsanMp5Vkp5e/XIn0LC4v6hCXFFhYWzyWEELEqPv5HUso2oAv458C/E0J06SnZLvwbYAoYAXqB7wPmDOVdDf66e49O4dynn9mHMnxGStmOc69+Avgh4Bf3oRwWFhYWu2BJsYWFRU0hhBhyldOnQogHQogf9Pzt40KIP3KVwhkhxD8TQiQ8f5dCiB8QQtwF7goh/of7p8uuyvnnyuUtpczjkNRW4KQn3f8ghJh1ldz/IYQ4617/PDAG/D03/d+pVIcAvAX8ayllSkqZlVJeklL+FzedUbdOMff3o27+a0KI3xNC/JwQ4ld8n/2cEGLSVXTfDXvvwkJKuQj8BvCKm26TEOKn3TznhBD/QgjR4v6tWwjx/7j3Ycn9+XBQukKIQSHEFSHE3w1RhhUp5W8Dfw74nBCibFmEEK3AfwGG3HZad9soIoT4YSHEPSHEghDi14QQPZ4y/TFXkV4WQky5uwql2rywC+KW42eFEI/dr58VQjS5f/tmIcS0EOLvCCGeuG3xl6ttBwsLi+cPlhRbWFjUDO5W+O8Al4FDwDvAF4QQ3+p+JAf8LeAA8A3u3/+aL5nvAj4BvCyl/JR77TXXhvDvK+QfBf4ysA1MeP70X3BIcj/wIfAlACnlF92ff8pN/zMh6uDH14CfE0J8rxBiuFz5gF8F3sdRlH8U+IsBn/ljwEtuvv9QCHHGvR7m3lWEEOIA8KeAS+6ln8RRj88DJ3Dq/A/dv0WAf4Wj7A4DG8A/C0hzFPj/gH8mpfzpsGWRUr4PTAPfVK4sUsoU8O3AY7ed2qSUj4EfxHle/jgwBCwBP+eWaRin3f8p0Oem+VFQmwcU7V3gbfd/XgM+DvwDz98PAp1u+b4fp/27w9bbwsLiOYWU0n7ZL/tlv0J9AQ+BdWDZ85UGvuL+/RPApO9//jfgX5VI7wvAb3p+l8Cf8H1GAifKlOkvAVm3LNs4xO3Plvl8l5tmp/v7vwZ+zPP3auvQjWMFuI5DXD8C3nL/NurmFcMhlVkg6fnfXwF+xffZw56/vw98bxX3LvA+Ab/vttMy8AiHFPYBAkgBxz2f/QbgQYl0zgNLvnT/T/e5+PMhnp1vCbj+NRwSWrYswDcD077/vQm84/l90H0GYm6b/WaJshS1ub98wD3g056/fSvw0FOODSDm+fsT4G2TfdF+2S/7Vfuvajx7FhYWFgDfJaX8PfWLcA6VqQgEIzhb3Muez0eBP3A/ewqHRL0JJHHIy0Vf+lN7KNPXpJR/TAjRhuNR/Sbg19w8o8B7wJ/BIYJ5938OACsBaZWtgx9SyiXgh4EfdlXYnwb+U4DNYAhYlFKmPdemgCO+z816fk4DbW49wty7cvhBKeUveC8IIfrdtC4KIQqXceqLECKJ4z3+NhzyD9AuhIjKncODY8A48OtVlMWLQ8AiTtuULEsJjAC/KYTIe67lgAGc+3pvj2UaoninYcK9prAgpcx6fi+0k4WFRf3C2icsLCxqiSkcZa/L89Uupfy0+/efB24BJ6WUHcDfxyE+Xsi9Zi6lXMexFPxFIcTr7uW/AHwW+BacLe9R97rK159fpTqUy38ehxQPAT2+P88APS7RVPAT4nIIc++qxTyO6nnWU9dO6RzIA/g7OFaOT7h5KjuLN98fddP5VVFl6DkhxFs4pPgrIcoS9FxMAd/ua6tmKeUj92/HS2Rd6Rl7jEO4FYbdaxYWFg0MS4otLCxqifeBVSHED7kHpKJCiFdc8gPQDqwC60KI08BfDZHmHHAsbAGklAvAL7Dji20HNoEFHCXyxyukX6kORRBC/KT795gQot2t07hbDm+5JoALwI8KIRJCiG8AgvyspbCXe1cW0jmY+C+Bn3FVY4QQhzz+6XYcorrsHmD7kYBktnFU+Fbg34gQIdaEEB3CCZv373DsI1dDlGUO6BVCdHqS+hfAe0KIEffzfUKIz7p/+xLwLUKIP+u2Ta8Q4rwnrXLP1L8F/oGb3gGcZ+lXKtXLwsKivmFJsYWFRc3gbql/Bsd7+gBH/fsFHIUW4O/iKLdrOASo7ME5Fz8K/JIbQeDPhizKzwKfFkK8Cvwyzvb3I+AGjofVi18EXnbT/08h6uBHEvhNHL/ufRyF8TtLfHYMxye7APwYTv03Q9ZpL/cuDH4Ix/7wNSHEKvB7OOowOPexBecefA34r0EJSCm3gO/BOcj4f5chxr8jhFjDUXHfxbGDeCM3lCyLlPIWDlm977bVEPCPgd8G/l833a/heMKRUk4Cn8ZRuxdxvN6vufkUtXlAOX8MZwFzBbiKczhzz7GsLSws6gNCyj3vVFpYWFhYPAOEEP8euCWlDFJgLSwsLCwMwirFFhYWFoYghHhLCHHcja/7bThe5yCl0sLCwsLCMGz0CQsLCwtzOAj8R5w4xdPAX5VSXir/LxYWFhYWJmDtExYWFhYWFhYWFi88rH3CwsLCwsLCwsLihcdzYZ84cOCAHB0d3e9iWFhYWFhYWFhYNDguXrw4L6Xs819/Lkjx6OgoFy5c2O9iWFhYWFhYWFhYNDiEEBNB1619wsLCwsLCwsLC4oWHJcUWFhYWFhYWFhYvPCwptrCwsLCwsLCweOFhSbGFhYWFhYWFhcULD0uKLSwsLCwsLCwsXnhYUmxhYWFhYWFhYfHCw5JiCwsLCwsLCwuLFx6WFFtYWFhYWFhYWLzwsKTYwsLCooHwpatfYvRnR4n8owijPzvKl65+ab+LZGFhYVEXeC7eaGdhYWFh8ez40tUv8fnf+Tzp7TQAEysTfP53Pg/A2Lmx/SyahYWFxXMPqxRbWFhYNAje/fK7BUKskN5O8+6X392nEllYWFjUDywptrCwsGgQTK5MVnXdwsLCwmIHlhRbWFhYNAiGO4erum5hYWFhsQNLii0sLCw0wuTBt/feeY9kPFl0LRlP8t4772nL08LCwqJRYEmxhYWFhSaog28TKxNIZOHgmy5iPHZujC9+5osMNI2AFPTFR/jiZ75oD9lZWFhYhICQUu53GXjzzTflhQsX9rsYFhYWFjXF6M+OMrEysev6SOcID7/wUFu+v/u78Id/CK++Ct/zPdqysbCwsKhLCCEuSinf9F+3SrGFhYWFJuzXwbdczvm+uak1GwsLC4uGgiXFFhYWLyRMeH336+BbNut8397Wmo2FhYVFQ8GSYgsLixcOpry++3XwTZFipRhbWFjshn37o4UflhRbWFi8cDD1kgt18K1TOgffDrWaOfimyLAlxRYWwTB9CNaiPmBJsYWFxQsHk17fv/DKGF/gIT9Cnv/+2YdGIkFYpdii3qFbxbVvf6weL4KybkmxhYXFcwmdA7BJr68iqP6fdUKRYVP5WVjUEiZUXPv2x+rwoijrlhRbWFg8d9A9AL/3zns0Rcx4ffeDFFul2KKeYULFtW9/rA4virJuSbGFhcVzB90D8Ni5Mf7WccfrKxCMdOrz+lpSbGFRHUyouO+98x4tMfv2x7B4UZT12H4XwMLCwsIPEwPwp7rHaGKM18/DZz9bs2R3YT9IcT7vfLek2KIeMdw5HPjSm1qquGPnxlhZgb//e++ywiQjXcO898579u2PJWCiTZ4HWKXYwsLiuYOJrU0Vw1c3UW10UvwiHL6xMAtT9qbvHN05BPvgb5o5BFuvMGk5209YUmxh8ZzAkosdmIjvq0ix7hdceImwqZdpKFKsm4S/KIdvLMxi7NwYf/OofnuTt39sbdU06YbD2Lkx/u4pM5az/YS1T1hYPAdQ5EL5aBW5ABpu0AkDVecf+A1na3OobZif+tbabm2aUoq9am2jKcXlvN8v4nNrUTt8U9cYLYzx8bfg05/Wk4d3kZrNQlOTnnzAGePf/fK7TK5MMtxZn1aNb+4dI8YYr70K3/3d+10aPbBKsYXFc4AX5WRvNfDG9/1vn6n91qYiqLqJqiKoYM7jq/LM50FKffk02uEbu1vz/MDEotWUtalRdlRMCQn7iVCkWAjxt4QQ14UQ14QQ/1YI0SyEOCqE+LoQ4q4Q4t8LIRLuZ5vc38fdv4/qrICFhU6YmiQbjVzUAl4yqWMQVunrtjR46+H92VSeOol4I4W1ahTi0igwTYp19pNGET1MCQn7iYqkWAhxCPhB4E0p5StAFPhe4CeBn5FSngSWgO93/+X7gSUp5QngZ9zPWVjUHUxOko1ELmoFU6S4kZVi3Xma8H6bQqMQl0ZBIynFjSJ6WKV4BzGgRQgRA5LADPAngF93//5LwHe5P3/W/R337+8IIURtivt8wG6xvRgwOUnamJm7oduLux+kuNGU4rFzY3zxM87hG6RgqLV+D980CnFpFDSSUtwoooe6X6YODO8HKpJiKeUj4KeBSRwyvAJcBJallOqRmgYOuT8fAqbc/826n+/1pyuE+LwQ4oIQ4sLTp0+ftR7GYLfYwqERFg4mJ8mxc2P8xDfukIvhBj3ZWw0a0T6xH0qxbtI/dm7H+/37n63fsFaNQlwaBY2kFL/3zns0R+tf9LBKMSCE6MZRf48CQ0Ar8O0BH1XHOYJU4V1HPaSUX5RSvimlfLOvry98ifcZdoutMkwsHEyQbtOTpDdm5p2/Wr/kolbQTewUQW1U+0QsZjZPqO/J0uRuTSOIBrphgoCZ3FH5e6dd0aOOw5lZT7GDbwEeSCmfSim3gf8IfBLocu0UAIeBx+7P08ARAPfvncBiTUu9j7BbbJWhe+FgSq037ZfUrVrU20Rs7RPPlmc87vysmxTvR8g5HRg7N8aPf4P+3Rq72xgOpkmx7mf3fzrgiB7/tDfPwy/Up+hhSbGDSeBtIUTS9Qa/A9wA/jvwp93PfA74Lffn33Z/x/37f5NSZ1Ags7BbbJWhe+FgSq037ZfU6W+rx4nY2if2DinNkWLv/dN1L00t6D59eGe35u5f00NcGmW3UXebNJJSDDv10LkwboQ22W+E8RR/HefA3IfAVfd/vgj8EPC3hRDjOJ7hX3T/5ReBXvf63wZ+WEO59w2NdNpaF3QvHEx7fdUk+eXv0Lu616m41eNE7L0fOsiWmpyk1Dshqnzi8f1Riuv95SQmF3Qm3j7YCLuNJtqk0ZRi3SqriTaxB+1cSCl/REp5Wkr5ipTyL0opN6WU96WUH5dSnpBS/hkp5ab72Yz7+wn37/f1VsEsxs6N8c+/bUc9PNyub4utnra6vdDtzTOp1nv3OEwNmlB7klaPE7EpT7H/51pD1SMWM+spVqRY9z6dbtuPyQWdidf+NsJuo4k2MfFWxv1QinXNIybaxCrFFoH4U6d21MMLY7VXD+txq9uLsXNj/NQ36fPmmVTrTZ1O1p1XPU7EpuwT/p915WNaKVYH7XTnqVvRN7mgM0GKGyH8ook2MeH53w9SrCsfE23iPZzcOKbYYlhSvAfo9tDV41a3H58Z2Vk43P4rtV04KK9vb9Qh3QPN+ry+Jg8R6VQu33vnPZJ1NhGbOmjnz0tXPqaUYvVq5/0gxTrayeSCzoR9YuzcGP/kW3ZEgyOadht1wkSbmCbFusd33SqryTaR0twC3zQsKd4DvIOljge8Hre6/dB9j8bOjfFTQw7p/tKb+ry+poK7+/Oq9T0bOzfGP9Y0Eeuy+jSaUmyKFCsFp1FI8X7tDOm8b999Ykc0+PD79I1fuvrme++8R4vGuLtqYQd6yaopCxUUK8U6VNb33nmPpojefuLtE43qK45V/oiFH7oJ33DnMBMrE4HX6wW675E3j81NPenD/tkndAzQnz02xjTO5Ps3Pge9u16pUz2U1UftbCirD/DME70JpTged56jRrJPeEm493dd0N1O6jn6wf/0Lou5SQaah/k//uf3tBBJU4tgEzYNnX1z7NwYT5/Aj/7Bu6wwyXDXMD/+Tu3aRD2zkYjTDvm883Ot4R0DTMcrj9WYfY2dG+PKZfi/xt9lVUwy3DnMezVsE3DqEI065W9UX7FVivcAL+HTMXCaUEZ0H+QzQSbVZNIIbzwCs3aBWqWv0+qj296Qy5kJW+YlxabsE2COFJuyHPzvPY6y+qsfN7MzVO/jim4b3nd4LHL3/npt20Q9s4mE811Xv2m0eN7f1OW0ya+f0xML2TtmWvuERQG6B7Sxc2P83LfubHUfaqut58xkOB3QrxSbUnRM2id0kcCgvJ4FOq0+qrxKmag1TB1G85JUqxTvHSZeHGCqv+sWVkC/DU+nvcm7kAS9pDgWAyHMKsW650Rdi1OTi4j9giXFe4CJScAb4eIP/3RtV3wmQ7eAvntkepJsJKW4VoOmzsMduhVW7wBvyj5hUimORot/1wVTpLiRXuZgYlzRffBKZ7ubWtgpW4auhbc/LwVdeensI1KaPcC7X7CkeA8w+XBD7R9wk6FbQN+g7w0PowuN5CnW0SY6rT7eLdRaD8D+CA2mok80ulKsM69GJcW68nnvnfdo1ngYzgQp1r1oVR5Z06RYt1KsU1SxSrHFLpggfN7DF/UYs9bEPTIR3N306WR1mKRePMWFV2HjWH0OttTO6qPutw6F1dSk603bZEg2lZ/3dxP5mSCSjRCNwMRO2ti5Mf7Rx1wbHoKRGseL10ny1L3XvWhVSnEkYq6fQH3aJ0yPK/sFG31iDzD5cIOemLXeU8lQn6FbGk0pzuUcVTSTqR+lGJzJ98FvjZHNwrd9Ct4+V5t0vcS1XrdnVdqmJl6VH5gnxTqja+TzZvp7I9knAL51aIw0YwjgR75Q27QbQSnO5faHFNejfcKkkLCfsErxHmBCTdCpJBTUPfcg31Cy9sHjTSrFjXDwRuXV1LQ731rBxGKulul61SLdSrFu+4Qp36LKD/ZHKdaVlykSmc/rj3gA5kO/6YiL22ieYhM2I/Vs6d5h1iFEeXfuvL83GqxSvAeYIBcmYn/e/Q2HBH/Pt8KrNVL3FEy+eMHEpKJDrfRD94Ss+3W8UNt7pFOB3A+luFFJsU6bi4KpN4+pkFNbW/Vvn9Cdtkml2IR9woSnOJFwnq169hQ3un3CKsV7gIkB2tQkAHqCx+suv+kwUE1NZkixGnDqTSnWsbWtM2qDX/Ww9olnz0+nfcJUf280pVjnW8dMhGQzpRSbsk/oJvkmPMWNrhRbUrwHmLBP6M7DOwDoeCNcPb6IIgiqHk1NZpSESETfgSVdbeJ9bakO+0QiYe0T1eYHjXXQzlR/NxWHdT9eElLr56ARPMWmSbHuPqnzMKr1FFuUhDcOaL0qxV51WJdSrDpPPdsnvGHBTCjFKjyQjgFH1zOla4JvNPuEiixikqSayM+ruuskLwq6F8HRqP7t9Gx2J450vZJvnaTYdPQJUyHZTNhBwEz0CasUWxSgHg6dW+q6lVYvEdalSuo8VGByOxXMkWKd/jZd90zXxNtIIdkamRQ3mn3CBEnyLoBNvPAE9PUhqG+lWC2CTNondPcTKevbcrafsKR4D/Bu65pQinUMzroPeuge9E2RVZ2+1qC8dG7ledOspZKgWynWEdXApOrhJVrevHXmB41pn4jFzCjFukmxqXzqVSluRE9xLqe3PlLq3aG1B+0sSsIEUTJpn9ClSuoc9E2ceAe9xCwoL50DtLpPtVaiTSjF+Xxtw0rt10E73Xl50zdNwk3YJ0wsgtUCxkQ+ukm+zgN9jeApVnGKTYRk022f0H1Owh60syiJfB6E0KuM6N4uNKEUm1A91SEs3dtRJkmxbk9xrcmLTqXYq7DWsq/tp33CxI4DOPdNCHOeYhPjoUlS3AiHL3WO80r40JG2qZ0c3ZY1f146VVZvH/H+XivYg3YWJWHiMIb3AdTtydW1atU56Ht93aC3HYQwdxDDhKe41uq6blKsQ2HdD/uEKaVYKeomT9WrPqJbKdapRoN5+0Q9K8X5vL5zIyY9xY0SfUL3yzXsQTuLkjCxytcZjsqbPugj3ToPMPhXxTq93SYPYphQ12uteqt7L0Tt7ROKoKjfa4UX4aCdycle9xa0Cd+yyqeRlGLdnmJdBKnRPMV+v69OoUjNibrOYVil2GIXTHQk3R463Z5lU0pxIykJyt+meyGhixQ3N9ePUuwP+aR7QnwRSLHOnTOvCialntcWgzmy6l3w1Wv0CW8dav2M6VY9FUy1t3pedc5Xuu+ZqTbZb1hSvAeY2GLTTYpVuXUehDOhFJtSEkzaJ3R6inXURRcpNqkUN2L0CZOLOZ3xtcFce5myT5hQ18Gpg85oBLpshI2mFJuYr0x5im30CYtdMNGRdEdXMKFEm1SKTRzEqHfFTddCRdersE16iq194tny8+alQ8U1FS3EJEkyYcvS6fvVuRgySYpNtQPY6BP1AEuK9wAT6qHuwVm3Z1n3YNOI9gkTba7judW1wPIrrI3iKTYVfWI/nltv/rXOAxpnO90k+dalHHrtXvVKwEy1gwmSb5Xi2sCS4j3AxHahqTi/Ou0ZpiIpeH/XkY/JOJa6D9rpWKjo2tXQaZ/w2oeEaKzoE/tBinW1kzcPMBO31pRyaIp817NSbDJOse52ACcvXWESde+mWFJsURImDpaYIEjgbHnrDsmms/ymPWe6Dvh489J1z3QrxbUOl2XCPmFKJWpkUuxdAHvzr3UeYC5uramDdvWsFHsXQ/WqSppWik1YCnXuDID+cLT7DUuK9wDd5MWfR70qxY1mn9CZjz+verK0eNuiXpRiE5OUN69GJsV+m0uj9HdTfb2ePcW66mA6+oQpUmzi8LluT7GpcWW/YEnxHuAlfLpPQesmlTo9xSZIvYlB00vM6nmi1DWJedvCKsXBee1H9Akh9sdTXI+HiBRMRZ8wGeVCp3JYz0qxCu1nKgoImDsn5P29VjApJOwnLCneA0wqxbo9uTqjTzSiUlzPh290bXf67RO1sph47R7efGoBE8qNN69GV4rVffTmX0s0WvQJU/l4Q7Lpsk/oqIMJUuzvJ6Y8xfUau98qxRYlYcJTrPswn+7oE7oPMJj2GOomNOqNR7rvmW6lGGqXtp9s6Thotx/2iUaLPuFfvNSrUmyiDyqYPNCn82UOppRinc+UyZBsjaAUm9jh2E9UJMVCiJeEEB95vlaFEF8QQvQIIX5XCHHX/d7tfl4IIf6JEGJcCHFFCPGG/mqYhYnoEyb8paA/TnGjKcU6STHoV9d1K8Xe32uRbiPZJxpZKdZdPxP9fT92D0wsyHTdM52eYhPPsOkxQHde1lNcG1QkxVLK21LK81LK88DHgDTwm8APA1+WUp4Evuz+DvDtwEn36/PAz+so+H7ChFKs26KRyzmeQ3U4qtZRFXR75kyRYhMqGJgbNHUqxbVWdbxqGlhSXE1+0FgH7UycITDpmTRpn9CltupWipUn3gQpjkZ3dgp0wKR9Qnf0CRN2k/1EtfaJd4B7UsoJ4LPAL7nXfwn4LvfnzwK/LB18DegSQgzWpLTPCfyEVdcbnHQe5tM9Uese9PfjdLL6XVc+YMZTXOv01QRWa1Kkk2yZ3Ap8EUixLpuLNw9oHI+pCfuE1w6iS83VVQe1gAf9FjyT43ujRJ8wEbd/v1AtKf5e4N+6Pw9IKWcA3O/97vVDwJTnf6bda0UQQnxeCHFBCHHh6dOnVRZjf6FTwVIwoRTrjKrQKErxfpBi3Z7iWqevK3Sav5/p8hRbpfjZ4N2B8OZfS5jwFKs0dVvjQP/4rvIAfeOwznMj6v6AOfuE91qtYTL6hD1o92wITYqFEAngO4H/UOmjAdd2aalSyi9KKd+UUr7Z19cXthjPBfwKlm4lVzfpBn2Dmu4BzcRBO91v61L5QP0qxTomFp1kcj/sEyZDsukmFEH56ewjJqJPmLRPmAjrqfsZ16l2mybFuvtmI9gnTPaP/UQ1SvG3Ax9KKefc3+eULcL9/sS9Pg0c8fzfYeDxsxb0eYIJ5Ue30qpThVPbdrrLD42pFOv2FNeLUmyKFJuwTyh/JJiJPqHy0vVK2aD8dCvFXouObk+xyd2DeiViOsd47zOsm0R6n916XaCAGfuEbp/384BqSPGfZ8c6AfDbwOfcnz8H/Jbn+ve5USjeBlaUzaJRoIsEeOEfNHUehFP51QqmVE+wpLjaPOpJKdZ90M6Umrof9on9UIpN2Ml0CxGwMy7qPHhlIoKRtz5WKQ7OQ6XfKOM76D1YqXuh8jwgFuZDQogk8CeB/9Vz+SeAXxNCfD8wCfwZ9/p/Bj4NjONEqvjLNSvtcwJTA3RTUzFpVT/XAv466AjRpdsfq1s5AjNbw950TXiKdZBinUqxroWbSteS4trkp9s+YUKIgN1tpX6udV6RyI6SL6Xzc63zgJ361Ho3ULenWHf/VGnqPh/kz0v37qkJ9b6RleJQpFhKmQZ6fdcWcKJR+D8rgR+oSemeU5iYBIIm0lqSYp2TjG6FAsz5NE0cIvKmq/JSryCt5UTpJa/ek+nPCl33SPdBO6/qsb1du7T9eFFIcb0rxUEeU29IMx35qP5d6/Ed9B4c9BNKHSq0SfuESU9xJKLv3Y2K91IAACAASURBVADePHSq99EobG3VNv3nBRrWwI0P09EnVJ4609dtn6i1/UOn0l0uH1ODpo68dJFXXc+qznvvJ466nh+1uHkRSLFukUC3UuxfzKt86zUfnSRJt/Jp4hkOCslmYifQhB2kXtvkeYAlxXuAye1CnQRJlwrnHzC912oFEwsTle5+KAk68tJFLHS1hUlSbKJdGz36hG4iuV9KcaPkU08hDRvZU2wq7nI9tsnzAEuK9wCT24W6Bk0T9gndBM8UWTWlSIOZNq8XpVj3YVATnuKgiVf3ARWlTKt8G4EUm1KjwbyCqysfnTY2k/5VXYcR94sU67YUqrM2On3ejXzQzpLiPcDEoQ/dSqgJ+4TOe6RT6fZCDQSNYJ/QTV5rWW7/27hUPrWC17NomhQ3qlJswj5hgkSaVHBNKt+6dgNNqJL1rNj789JNilU+uux3utJ/XlDjIwQvBhpBGdF9iAnMEDy1Mrb2icowpRTXIl3dqp0JJUrlAzvPqcm4wSrfRlCKvZEO1O+1hmmyGo3uHLQz4ZGuN6XYVPQJk0qx7ugTOpVca5+wCIRJP1i92g9M3CMTSoI3H5P2CRMLiVqmr2OBpZtMmhrgvfXQnZc3z0ZUihvFU2xCNPCmqUMp9tdBHSitZfreRWs9L4KC8qpHpdgvJFj7hAVg9oSyCfuBiZBsoE/1BL0T/36EZNPRJv63DNYyfR0LLO8zpL7rJMUmFjvqe6OS4noeDyF4d6KeyZhOIuZXir3XagH/M1zr6EUqD9B7IFzBVPQJnaTVKsUWgTA5oJncStfhNzOlFOve/t4PJaHWeelMX7dSrL7XeuFm+qAd6H1WvXk2GineL6W4ERRpHVv2Ju1NuhatQWOiqYPUuu0TupRiE2PmfsOS4iphckDTqYyYsE/oPijo7aA62sAbY9b0QQzvtVpAp7Kj01Osi9ztp31C97ajSVJsKg6zia3bRj5op0sp1nWvTDzDpmws3nTrWSm2B+0sAmHCGhB08l6XUqw7JJtO+4du9W0/PGc6Q5CBnrqoBUot1Ra/faKRSHEjKcWm+ohfBWsEsuo9aKeT9OlQinXPgyaeYesp3nv61lNsUYCJjqT8UybsB7rtEzqVYlPba/sVkq1eJjF/ZIB6U4pNRZ9Q302TYm85dOSl8jGpFDeCrcGkTUNH/wG9nuJGjD6h0z7hvWfWU7x3WFJcJUwMnCYPqukYlHUfwlDpmRw0690+obMutVCKt7a2yGQyhd9NHLTbD0+xKVKsFEjTpFhXyLn98piaImMm4vDWU9hN0zuBJkJuqv6h0w5iSim2pNiiABOE1QQZ8/tA61kpbsSQPbXOy4RSvNd0s9ksH3zwAe+//z7pdLooDV1EyD+BNHL0CW85dOTlzUfXvfTHYK3nRbBJywmYiVPsvVYL7Jd9Qtc44B9vvPnXCrrnRH/6yubZaLCkuEqYGNBMKsXPOhjk83lyvn82YTswMWju10GMeosd/awLrPn5eba3t8nn80xNTe0qr/q+l/uRzWa5ePEiV65cQXriOpkijv567Ef0CW85dOTlzceUX7KeyaophVKnfSJojtpLm2xvb3P79m2ePn1adL0R7XHeMQD0kNZa7H5JKXn69Cmbm5sl08/lMsAC2WzjsWJLiquEKRVXdx61sE/k83kuXLjAV7/6VTY2NorSBjPlB7MH7UzaJ+rJU/ws6S4uLtLU1MTAwADz8/NIKQMP2uVyuSJiGwZzc3Osra2xuLjI3Nxc4bp3ksrlNoA5tray1RU8BF5EpVg3KW4UpdhkPORnUQ6npqa4cuUKW1tbu9J+1jlkamqKmZkZbt68yfb2dlH6kYhD0FKpSba2vs74+HjV/b8cTO8E6u6TfsvJXtt7enqa69evc/nyZfKeQqr019bWePz4feAqly59SDZb+3FzP2FJcZUwbZ/QrbQ+y+C/tLREOp0ml8sVFD6VNqjT1RJYIJVaf/ZCe2BaOdLpBfPnpaPNn2eleH19nfb2dnp7e9ne3mZtbW0X2crlJpmf/woffPBBkfe4EhYWFmhpaaGlpWUXKY5GIZ1OMzNzAbjJxYsXiyb+WkDVQ8ocN27cIJ3+Cisrt3btruwVUkrS6XTR5OXtG9vb68AMmcxmcALPCFOk2GT0Cd3KoakdqFrYJ7a2trh37x6Li4tFY3xQHfbSJouLi8TjcfL5PLOzs4Xr6hl++vQpa2v3kTLC9PQ09+/frz6TEvA+u7OzU8AHzM3dK+pLtczLpH3iWfqhGifT6TQLCwtF6QshuX37NtFoDDjJ+nqK27dv13Sxst+wpLhKeDvS06czwAfMzt6u2SQHtfVrraysMD09XdTRvW83e5YBbWFhgWg0Sl9fH0+fPi10DJWWEJLJyZvAVe7cuVBESsJCSsnGxsauTuedJIXYJputLZmB4rZeWlpCiFusrc1oGQC8k4yzkNgkl9tbPjMzM0xPTxeVs1aLubW1tYLv15u2Ci9V7UGrfD5POp2mtbWV7u5uwJkoveVdW1tje/s+kUgnm5ubXLt2LdTEJaVkbW2Nrq4u+vv7WVpaKpBepXrcu3ePSEQAp9nc3OTmzZta1KiZmTs8efKEeLyLzc3Z0HWohMnJSd5//30++OCDwnanmhzn5uaYnr4I3ObDDz9gcXHxmfPzoxGV4nw+y/j4VeArPH58t+YkqXixLYF1trf17lLsVTlcWloCoLm5mdnZ2V1jvDMGZ4Hb3L9/s6oFazabZX19ncOHD9Pe3s6TJ0+Kyh6JSB4+fEgi0Qa8ydDQEFNTU4UyVQMp5a52VHWYn59jcvIeAIuLU1pInt/aoK7VOg+VtpQptrdXq05je3ub9fV1RkdHSSQSuxYqudwy6+vr9PUdAw5x5MgoT58+3dPc/rzCkuIKWFtb2+VFdK4/5d6924BkZWWGa9eu7akjLS4usry8XHTNO5htb2eAOzx9OlH14JzL5bh69Srj4+M8evQoMH1nYM6wuZkukUpprK+v09bWRn9/P9vb24V6qPRXVhZYXn4CHKalpZPbt2+TSqWqyuPevXt8/etf36UQqAFgcXGRVOqPWF7+KhMTE1XXYSe9POvr64Ftvbm5ypUrVxDiCQsLt7l3756WQRNgYyPF9etfA/6IBw+uFG0phsH6+jq3b99mfHy8iATtVqK3yeWqe57W19e5ePEiFy5c2LWVulfCop6HtrY24vE47e3tLC0tFZX38ePHRCIRkslXOHPmDOvr66Haemtri+3tbVpbW+nr6wMc/7Iqs5QZFhYW6Oo6BBxkZOQ4S0tLzMzMhK+AB1JKpqenefToUaGvOo/JAktLc4yMjNDa+grNzadZWlp65sk3m80yMTFBW1sbm5ub3Lp1y538IZ/f4M6dOySTHcDrJBJNXL16tVD/WsGUZ1o9Y84Zhlk2N/UR/MnJ+ywvLwCdLC094u7du1oWSlLmGB+/DFzg9u2v7ZoHnhW1UIpXVlaIxWKMjo4WCBMUq+qzs3eBGRYXn3D58uXQ2+nevt/f38/a2lrBhpfPQza7QjqdprPzMFIKjh8/TktLC7dv365qy16dK/jqV7/K6uoOUXTqkGdy8gHt7Q7x7uoaZW5uruYkz2sHWV2dBm6ytLS39s7lciwtLZUUiubn51lY+ICtrQ+rVtZVm7S3tzMwMMDi4mJhDsrnIZOZJh6P09HRD8DBg8N0dnZy9+7dIgtlPcOS4jLY2Njg4sWLXL16tXDNGWjyzM6OFzpSb+9LLC0t8fDhw6rSX15e5sqVK3z00UesrKz48gAhcty6dRl4zJMnD6pWsRYWFgqDx6NHjwJX+QsLCwjxdaan36+KVEopC9vePT09RCKRIsIBzpZUc3MzcIyhobNEo1Fu3LgRmtzncjkeP34MON4zb6dzkshy69YtotFmotE+Hjx4UPh8NZBScunSJS5cuMCdO3cK98nJQ/LkyV3i8Tix2CdJJg8zPT29p3wUnjxxJg8v+VL1uXPnmqsejZBKrXD16tWqdiGU2hKNRpmeni5c97b53Nwk8Ifcvfv1qhYpqrz5fL5Qf++uA4AQeVKphV2HNEpB5d/a2gpAd3c3q6urbG2pOud48uQJiUQ/EOPAgQMMDAwwOTnJ2tpa2bSVot3a2kpraystLS2FAz3OAO/Up6trEIC+viG6urq4d+/eLjU8DO7fv8/4+Dh3797lypUrZLNZtra2gTu0tCQZGRkhEoF4/CBHjx5lbm6OBw8eVJ2PwsLCAvl8npMnT3L8uEPoHz16RC4nWV+/iRCCQ4deBjo5ffo8bW1tXL9+vUiRe1Z4SfHW1hb5/H1WVx/syWcopeTevXtcvXp112LQUfYl165dY2vrFisrV4q286tBLpfj+vXrXLt2bZePFVaZnX3MoUOHgXN0dQ0zMzNTJCo8K9Q9m5ubZG1tGThKNJrg+vXroftNNfkopXgv0QJSqRStra309PQAFBbaajzJZFIsL88Bwxw9+hobGxuhiZjqY8lksrBoVc9mLgfp9GNisRhtbX0uqYxy+vRpMplMVQuVubk51tfXyWad+ULNP863J2QyGUZGRgFBZ+dIgeTtZQwoBbUz9fDhQ+bnx4F5rl37aE+L1GvXrnH58mXu3btXdN2xN+S4e/cuiUQr4IyT/kOM5aAWPW1tbRw8eBApZUEtzuUybG8vMDg4SCzmUEcpBWfOnAEoLMrrHZYUl4Ea2BcXFwuk1elIj9je3uTEieNAhGRykIMHDzIxMVHVFuXs7CxCCGKxWBGh3lFaH7O5uQG8Rm/vMZ4+fVoVGVtZWSESiXDq1CkymUyBgOxs1ee5c+cOQiRpbnZIZdhOurm5ST6fJ5lMEo1G6e7u9h2SWmN9fYWDBw8BESKRBKdPnyaVSoUeNB3FMM/p06cRQhRNTLkcbG4+Zmtri/b2MzQ1vUxvby93796tWnFxfGtrtLe3MzMzUyB/Tj1myGTWOH78ONFojLa24/T29jI+Pr4nZSedTnPz5k1WVla4fXtHdXasEnfJZDY4ceJl4CiDg2dYXV0tIuqVsLKyQkdHB0NDQywvLxee4R3VO8X09H2gm3xecv369dCke3l5mZ6eHjo6OgpeM+/EK6VEiKs8fXqV999/vyJpdcrjkICmpibAIcXOgmvZrc8Tcrkczc2DhbxOnDhBPB4vmuCCoBZRLS0tCCHo6+tjeXmZ7e1tcjlJJjNDT08PTU3NwM4AH4lEdhGmSshmszx69IiBgQFOnz7NysoKFy9e5P79y8AWR4866SoldXh4mMHBQSYnJ7l69eqevMyrq6tEo9FCe/f29nLv3j22ti6zvb3KyZMnC/c1Eonz2muv0dHRwY0bN55JDQ/aTYEcH330EbncJGtrE1y6dKnqOq2urjI1NcXCwkLghL+5+YTFxUVaWo4Ti/Vx//79UM+YH1NTUzx9+pT5+fkioSGblcAdmpoSLkmCrq6jHDhwgPHx8SJ/ZVik02mePHmyy/MNGZ48maKvrx8YYXDwFfL5PDdu3KgZsfD2TUdZH2dlJfz9cg65OaQ4kUjQ1tZWsC6oIWNhYc61Hx0mmezi8OHDPH78uEjkKYV0Ok0kEqG5uZnm5mY6Ozs9pHiLTOYpAwMDxGJRtzzQ2dnJyMgIc3NzoRcqT548obW1lXPnzpFOpwtiQS4nEWKC9vY2DhzodfPYGQOuXLlSlR2kHJy22GBycpLOzgHgkyST7dy8ebMqYSKdThfa4NGjR0Xly+dhe/sJm5ubdHefAF6ivb2dO3fuhO6LGxsbRKNREokEra2tdHR0MDPjWAa3t6fchfahIgtIc3Mzp06dYmVlpWph8HmEJcVl4B3I7ty5Qz6fd5WfCTo7e+jt7XY/BydPniwoMWEGaiklCwsL9Pf3Mzw8zNLSkm9rSrK4+Iiurk6gm/b2I/T09HDv3r3QnWh1dZX29nYOHDgAsIvIpNPzbG5uEosdo6vrDG1tbdy+fTtUB1Kd0VGC4cCBA2xubrK+vl5YOMRiEQ4edFS4XA56e3s5dOgQ09PToSaYtbW1Apnp6+tjdna2QOByuTzp9DTd3d0kEu3k885g1tLSwvXr16sazObn50kkErzxxht0d3czPj7O+vq6ezjpPm1tjifVUVuK8wkz+HuhFjVvv/02hw4dYmrK8bAtLNwH5hgdHaWrqwuA1ta+gqL48OHDipOl8tCqNlfPmHO/nM8sLk4TjUaAlxkYOEM6nQ41kOVyOdLpdOFA3NramqsMOn9X23ZSLpFMHiEWi3Hjxo2KhDuTyRCPx4m6UnNnZyeRSIS1tSW3vDMkk0ni8Y5CHeLxOKdOnSKVSjE5OVkybUW4E4kEQNE9yeXmkXKLoaGhogG+qamJs2fPkslkuHLlSuhdDbWAGxx0FsivvfYaQgi3L71Me3s7sLONLYTg1KlTHDt2jKWlpT3Zr1T/FkIghOD06dO0t7eTz6/Q0THKwMBAUd1isRivvvoqPT093L59u2grOQyy2SyXLl3iD/7gDwrEQt2excUp0uk0zc2v0tHhKIZKLQ+LJ0+eEIlEGBwcZG5uzvcyF0kqNUUymaSl5TBNTadCLYyCMDc3R3d3NydPnmRxcbHwDK2sTCPEOidOnKCpKebWz+nvbW1tXLt2rarFRCaT4eLFi9y4cYPLly97xi6ABwgBo6PHAIjFkgVisZfDZEHPjuovKyuLPHlyBZjm0qVLoRfz29vbZLNZkskk4CxYV1ZWyOVybtqShYU5Oju7gQS5HBw9epSmpqZQSm4mk6G5uRnhvmmmv7+fVCpFKpVCyhlAFvVPVZ/R0dHCQqXSXJjP51lbW6Onp4fe3l4OHDjAxMQEmUyG1dXHwAajo6NEo8L9vDOnnTt3ju3tbT766KOqbQEzMzPcunWrMJ+rdHO5hwghGBg4BkQ5ftzZPa1mAa4I8fnz55FSFolkuRxsbc24faSLfD7C6dOnyWaz3L17N1T6m5ubRW0yNDREOp1mYmKCXG6GZHKApqamXWedBgYGCsJgtRbJ5w2WFJeBGmyPHDlCKpVifHycqanbQJbh4ePAziQXjUY5d+4c8Xicy5cvV5xwNjc32d7epqOjg8HBQSKRSGHl6zxo82SzGQ4fPgw4ZOz06dNEo1Fu3rxZkWyoU+ltbW0kEgk6OjoKKrD61/X1GfcB7yGfj3DmzBlyuVwor2MQKQZHdXUWDk8YGDhIIqEmF+f/jh8/TmtrKzdu3CgaNIKwtrZWUKIPHTpENpsteL1yuSdIucXhw4cLbRCLxXjllVeQUnL58uVQ219SSlZWVujs7EQIZwKMxWJcvnyZO3cuA3mOHDmFEKJw6l3lE41GuXTpUlW2k4WFBXp6ekgkEpw4cYKRkRFmZ2dZXp4CBhgdHSkiMsPDw4XB5sMPPyxbJ6XeqxV+IpHwWVpyLC8/ob+/H4jT3NzN4OAgU1NTFRdyzkQlC3YZcAZo7wHBmZkZotFmWluPcebMGTY2NiraA9QgrBCJROjs7GR1dQlYJ51eZXBwkGhUFG39KhvFxMREyS3nzc1NmpqaiLg3tL29nebmZqanp8lmJ4jHm+nt7d118KWrq4vTp0+ztrZWdNCkHJaWlohGo3R2dhbS+PjHP86pU58E+gIjpQghGB4e5sSJE6yurlZFUpUHXpFtcBYLb7zxBpHIp+jsHC3k561bNBrl5ZdfJhaLVW0JmJiYYHV1lba2NsbHx10FFCDDwsIk/f39xOM9xGLdnD17llQqVZX9R/XDkZERAJ/9Z5lsdp0jR44QjQqkDLcw8iOTybCxsUFvby9DQ0P09/fz4MEDbt26xdLSfYTopa+vr2jSj0ajnD9/nq6uLm7fvh2aGKsDzqOjo6ysrHD9+nW33ZaBOYaGDtPS4jz7+bxDLNRhsmrOLczPz/OVr3xll8qsogU8eHCfRKIFeJumpubQNg3/GK92cVZWVgpWk62tTXp7Bwr5RaNRTpw4Ecr3r/qngrJQTE5OIeUjksluWltbdz3DakEphKjYFo5Ik6ejowNw5h+Ajz76iOXl+0SjXYUxwHtIuKOjg/Pnz5PNZrlz507Fe6WwuLjI7du3mZ2d5dKlSwXRZGsrRT4/x6FDh2huduocjzcXFuAffvhhKIFlZWWFpqYmurqccs/OzhZ4SjabIpstHi9bW1sZHXUOw4WxTWUymaI26e/vp7293RVlIiXHFXDubSQSeSZr4fMAS4rLQA3m/f39HDp0yN0WmgeOFzyQ3lO9TU1NnD9/nlgsVhgAS0GRkI6ODuLxOP39/czNzZHNZgtKa1NTE/39B9yyOIrXSy+9xPr6OpcvXy6r6GazWXfbeYe0rq2tkclk3PQ32dhY4uDBg8RiglzO6UDHjh1jYWGh4oPt3/aOx+P09vYyMzPD/Pw9IM/hw4d2rSgjkQivvvoq0Wi04mCjohKo+9TW1laYaHK5SRIJx+vmbYNkMsmrr75KNpvlww8/rKgYb25usrm5WVBnE4kE58+fJ5lMks9L4GVaWpJu2XcGgWQyyVtvvVWYVMOsjrPZLBsbG4UBWgjB0aNHeeuttxgYeAM4TTQqigYcIQQvvfQSp0+fZmNjo6yv3DuJCSE4cOCAq4oqZecJUuaK1Pvjx4+TSCS4fbt8BBWv16ytrY1YLMby8rJnUMy6xLCPfF7Q1dXF0NAQ09PTZcmefxAGZ/LNZFLADaLRKAcPHgw8KDQyMoKUsqTlxz/pCiEYHR11D1Su09k5ihAiMM5qX18fra2tof23qVSKtra2gsKi4D+IFlSP/v5+hBBVWa/S6XRhkeKHlKIoP285wFnU9fb2sri4GJp4KW/hgQMHOH/+PB0dHdy+fdtdpN1BCDh27Fihfr29vZw5c4aVlRUuXbpUcdGVy+VIpVJ0dHTQ3NxMX18fMzMzZLNZpAQpp4jFEgX1O593xrT+/n4ePnwYup3Us6gWwS+99BIDAwPMzc0Rj3cSiZwuLIC9902p7J2dnTx48CDUrs38/Dw9PT2Mjo5y6tQpFhcXuXLlCo8f3wCaOXJkZFc+J0+eLBDj8fHxivWRUnL37l1yOcd77x23HR+uswPZ0zMMNHPy5FlyuVyo8yl+Uqzu2c5i+AmxWITeXsd6oIYPb7uUixTh7/uJhNO+MzOzwBa9vUeB4Gc4kUjQ3d1dsc94zxWAY6U6d+6c2+9biUZPF/qsP9Rfe3s7hw8fZmlpKbTXe3p6mqamJt5++20SiQRXrlxhdXWVVOoekUiU4eHhIuW7s7OT8+fPk8/nuXTpUsXIGupwOzgq7tbWVmH8y2YfE4kIBgYGCjYtKR1hpaOjg1u3blW8X0EixWuvvcbJkyeBN0gkmgv3CorbJB6P093dvSeb0fMES4rLQJHaSCTCiRMn+NjHPsbRo28CR0pOcs3NzZw8eZLNzc2yD6D3kAHAoUOHCgeYHAKyTF/foaJtHXAGnLNnz7K+vl52y9Xrp1T/B46qoAY0ISjqQKocykJQzl+cyWRIJBKFbW9wtrWy2Sxra7PAIO3tu1f54BDpI0eOsLq6WlL5zOfzZDKZQvmFEIyMjJBOp/nggw+QMk1X10hhAvOm39HRweuvv04ulytSm4LgXZwoJJNJXn/9dU6f/gRwoORbgqLRKCdPnkQIEUpRVHn5iUxrayvxeIfrzds94AghOHjwIMeOHWNtba0kAVeTmLpn/f395PN590AWgLO11tnZUUg/FosVFlpXr14tud29sbFBJBKhqakJIQSdnZ0sLy8XJpGNjQWklMTjBwrlPnbsGE1NTdy8eTMwXSnlrkEYYHBwECFiQJpDh44Qj8cDyaSzTdhSciIJItwHDx7k7NmzSPky7e0HgeABXghBT09PYbu4HLzeSz/CkGLnMFFbVR51f//251kpJmp3dzfb29uhDxM5YfG26e/vJxKJcPbsWSKRCDdufAAsMjh4jObm5qKxpL+/n1deeYWtrS0uX75cdotYkXw14R85cqTQf9fXU8AinZ1DBV+2apKXXnqp4JP2+5CDkEqlEEJ4RI0oZ86c4VOf+hQHDpwnGo0DO3HJvU2v/JRbW1sVVb1MJkMmkynsqgwNDXHy5Ek3/xjwCvF4dJdooFTQoaEhHj16VJGMrayssLm5ycsvv0x3dzcPHjwo3OdcDoSYIpFIuD5WaG5u5dSpUywvL1dUo/3Ch9oJWVxcJJvNI8QcBw4cIB4v3g1Ui42WlpaSVhDHiri1q++fOnWKEydOAW/Q0tLh5qv+pziNrq4u0ul0WXFoY2MDIURRPl1dXXziE5+gt/cNolEvAdydh5o3w/TNbNYRBvr7+2lubub8+fPE43E+/PBDNjcXaW4+WhjLvPXp7Ozkrbfeorm5uayVTUpJJpMpcIaenh6am5uZnJx0rS6ztLT0k0gkdgkr586dI5lMcu3atZIiRS6XY3t7e9eYGYvFOHToEFImi6LMeOug4AgamZoeGDUNS4rLwEuKhRC0t7cTjzuDdrnXKXZ3dxONRsuumNLptGtdcBJSXs2HDx/y4ME1IEZf32Dg4NzX18fJkydZXV0t2Vn9k2YymSSZTPL06VM3rTlaW9tJJpO7tnTPnj1LW1sbN2/eLDngKD+YF+3t7bz++ut0d59GiFMIUTrOsrOFT8l75Cd44AxQw8PDbG9vI+UR2tqc7bagMFDJZJKenp6KBwf9ixMvvNYAlY+/HvF4nM7OzlCxM0uRYtgd1kxd80JtL5a6Z6rN1aDW2dlZiDWZSq0BqwwMDBGLFS+0vKrerVu3AtP2+/+6urrY2NhgY2PTzdvxZcdiO97fWCzGmTNnyGQygZYctZvhH4Tj8ThHjrwBnOXIkZHCPQniph0dHayuru5KWxFuf9oABw70IWX/rrih/vS7uroKUVbKYWtri2w2u2dSrOrhDwlYDs9KitUzWKluCl6FFZxn7NVXX6Wj4wBwnP7+Q4X8/DYXtXNTLsyVvz7t7e309fUxMTHB5ctXgBidnbvzUNYGZQOqRF4c33NzwVKjIIQoum9BdQEKDsYKjwAAIABJREFUJLcSKVb31dvXDx06xDd+4zdy5MjHgbayMcOVba5S5AAnfrqzgDtx4gTZbLZArDKZNWCJw4cPE487GeVyzsJQ7eKUW6xkMhmi0SixWKxwra+vj1QqxeLifYTIulv1FNJWUJa3Uot4P+H2/l9//xDQUfEZVkJGuWe4VHur9Cq1d2trK9FoNLS1QUpZeEaampp44403OHr0KC0tL9PUtPP8+usTi8UYHBwsLHKCoOxxXqHo6NGjrK+v8/777yNljvZ257nxt0k87hy0jUajJe1G/p0BPxx7DEV18I+Zqk2qPa/wPCFW+SONiVQqVVFZUA+nt0P5J7mgyToSidDV1VW2I21sbOya0F566SWuXr3K4mIGOEMiES/kFbTlOj4+ztOnTwsvPfCnD8UP+MDAAA8ePECIKWCd7u6ThTr4O+iZM2d4//33mZmZKXj8vMhkMgVVx4uOjg6SyQ7UOFpqQGtqaqK5uZmVlRWOHDkSmL6//EIIjh07xsjIMX7v9yq/4aqnp4eFhYXAe62QSqVchSu6629hCU1nZycTExNks9miCcSPtbU1mpubicfjgXn5J4EgAp5MJks+V4q4qudVKVtOVJF1IEZ//8HA9AcGBshkMjx48KBoi86ftoKymzgk5ACp1AKnTjlWHO896urq4ujRo9y/f5+FhYWC8gI7/StoEI7FkkCy7OITnOdtbm6Ora2tognWsSHlA9MOalfvdQVFclOpVIEMBsEfVq5cXqXi+La2tpLL5QKV8yCk02l3EbL7eZOyct2cxXCE9fV1BgYGKua3trZGIpEoHFoEh/AND58t1Evl539u29raSCaTzM/PF8ieH0Ek/9SpU+7O0wbwcqHf+MdctZM3Pz/P48ePC89mENLpdOACGIon/aB8wBkbW1tbQ5PioGcizBvt1C7I8vJyyXsGFDzesViMWCzG0NAQjx8/5uDBgywvPyASca6pNbvXpqEiE9y5c4ezZ8/uStu/EAYKtojV1WkikTa6urpQ/CdIZR0fH2dpaWnXfSjX98P2T9WOqVSqQET9KDf2hyHFQgja2tpC2eOCdh0TiQQjIyPEYpXr09PTw4MHD1hZWSmIRv66QHEfUfGdHfvQCZqbdw70+vOIx+MMDAy4YRtzu+a8UgsVlU6YcUXNGwsLC8zNzZW1kMKOiv084YVVivP5PNvb22W/IpEIBw4cKJoIwhKl9vb2wiuQgxA0OCcSCT72sY/x0kvfCPSWJQRqK6ucUuxVosHZwkskEu7be5ro7T3oprV78E8mk0WH87xQ2zilJm8Vk1GVXV3zwzlQFbyirKSEedMuR5iAsn7GSpNkNflUGjhVZIhSeYV541FHR0fJ+mxsbOxqkyNHjtDV1eXaF16iqSlWMv3BQcdrHNTm/rTVRLyysgwsAHn6+voC79GRI0d2vR0JdhY+QYNw8RuzSt97L3ENm3bYSbepqYlYLFZRTa2GFJeqh3oGw9oZSk32KhZtpboJIWhpaanKPqEiXXgRtn7d3d27XoTkhX/nDHbUrTfeeBvoqTgeVvJJq8PH5fp7JZIEztge5plQh4SD8lHpV+rrQbsg3vr4F7DqTWQXL14kk1kkFhshFovtGoeFEAwODnL48GGePn0aqE4GLdDi8TivvPIKLS1DxOMvB/qvFVSotaA5ai/90z+HqEVaqXFXvQ01LCkut2BVB43LwXswvFxepXZP29rayqrSQXOiEIITJ07wyU9+EjhcSLtUHt7Dkn6UU4rDjpmRSISWlhZmZ2eZn58vBBQo9/W84YVVitvb2/nYxz5W9f/5J+tSHUkNVOvr67tUJhXqplxnhfJqNDgq3P3799ne3t6lPgaR1ng8zrlz57h2bQ4YKsR/LKW0dnd3ByqgW1tbSClDb7OUevVvW1sbc3NzgeVXHlbvgkQhqA2Cyt/a2ooQgvX19cCVt5okSylLYdshjKK4vb1NJpNhaGioZF6VBhyV1+zsLFtbW7vuTSaTKRx6UVAHJba2JLduRcoqlolEovBGudHR0cL1bDZLNpvdpdp3d3czNTUPbJBIOCeig54ldehvbm7OjWXsEKtq1aJKZNKrFlVSPfxpe697y60mxHJIpVIkEomSOwD+vCo9Q6VULy82NjYCP6fm7TDPUlhSnM1mSafTgX2omoXjo0ePCgcSg+oTdjwslUdXVxezs7NFB3S9yGQySClDk+JS/T2ZTDI7Oxs4bin4I4OUqk+QPU6hvb09cBdEQb2x0Xs/E4kEr732GhMTE0xNJUmni7fT/fft4MGDTE1Nsbi4WFgUK2QymSLVU6Gzs5P29s7CbmApAqbqELSIr0X/BMr2Tyceea6qRVCp9nZexBPcDgpBc31QXpXGm1ILLu+5jiAEiVH+PFT5VldXd40f1bRJqecJnPulCPy5c+dC7Xw9T3hhleK9Iuwk5yXFfpTzsUJ4lUzlETQolJpk2tvbGRw8gXdruhSxVx3IP6hV8h55O2e58nu3v0qV369MQfhJMhKJlB1knEgc+cAJ1JtPpXZQClc58lTOT6zyCjsJwG5FMZfLBR5cAeWXjOyqS6lJzO9tLdXeQ0ND7kp/md7eoUIkh1KEJZfLFT1LmUyGSCQSSCzCLj6dNw3Gdt37MITbr6rsVSUqdcjOm2alZzUejxOPx0OT1K2trcDxoxpC0dLSUiCK5RDkjy2XX7VjFVRHikuRVVW+UjsplcbdsEpxqT6okM1mS9rLVD4q/TD5lLpnpSwayWTSjaU+Ujg/UEptdWKAx3epuUELYX8dwuxstbe3k8lkdimC/vjk/rQhXPrJZLJwSNMP1T7PYp+Ayu0NDgHf3Nx85p3A1tbWkvVRu3VBc6J/h6jUQiUWi9HS0hI4J6qDyWHn3KD0obh/BXm5n3fUX4n3GWEHtHJbr+WsAUF5VFIo/XkoglQq/bBKaynTfBhDfhjFpdygX8me4S9/KetSW1tbSVIcdnFSqa2FEIXBuRTURF1uolT5CFFaXS+1zR6mTcLUpb29nVwuVxSwPujQIzg7CUeOnAKO0N9/pJBuuWfJ2xbqIFzYQTgoXaWu+O/H5uYmQoiyhDvsAJ/NZktu85WLPFGqHqWeVa/CUg7VWou8171oaWkhn89XPCmu+n+Qahi2fmqBG9TX1f0NO16VW2Qrn3QQwvT3Zx23vNfL9XUvF9wrGfOGSSyVTyVlT0WS8Y/x5RaVUHyvyinFpcShUodgvWUMq0qq+c6PMPNsmHYIY22qZnyvRIpL2Qo2NjZKPruKQ4ch3qXmxHLnGapdqCgEje3PO0KRYiFElxDi14UQt4QQN4UQ3yCE6BFC/K4Q4q77vdv9rBBC/BMhxLgQ4ooQ4g29VTCLsISy1GQNTufyh4nxIuxEo7Zs/YNztaS7FOGIxWIkk8k9keIwg00phTWMF8xf/nx+Z2DworW1la2trcBBU+Ub1lNcqq1VPpWU4paWlpLbrWH9baXuWSniqhB2IRGktpVr756eIeA4sdiOEh12kRgUMs1f3rBkMmiRUK3qsZcJMexuQ5h6hLUz1JIUe9MrhUoHRL35lGp/5TUMql+tRAJ1KKqcUqwU+VL5hFEOK+0MlTtkB+HJd6nx3ZtPc3NzycO9YZRDcEjSxsZG0fmXMLuBYQmYKqsX5QhYqUVrtf0zKBybF2HbW4UeLdc3Ky1QghYR1ewOVJoTgyIlea970dbWRiaT2RUms9x4vJcx0/lc/emuYUv8j4H/KqU8DbwG3AR+GPiylPIk8GX3d4BvB066X58Hfr6mJd5nVDPJldp6VdsgpR6Yaom3f8CpFUGC4FVlua0vlX6YQb/UwsF5fXC+KlLsve5FOVVHneAvN0n68ylHzJTHLwjlPIYqrzD+tlKqdFC0kUp1KaWMKh+2QlBoJn+6lWwZQc9qud0AdT8Up6107/3qSjVK1LOQ4nKH7ILyKtfXWlpaCuHdyqHctrAuUhzGH6u+l1o4ltpNCWNr8OdRbrwqZXcpd8hO5RN23Cq3M7S+vk4sFiv7/IUhY1B+sV3Kn63wLMS13EE4lU6l8FxQ+jBcrQlYKVJcyoKnyhtGiFCHUsv1E7VACbPgKne/Ss1X/nBsQel70662vUvFjFcoRbrLjSvO5xuQFAshOoBPAb8IIKXcklIuA58Ffsn92C8B3+X+/Fngl6WDrwFdQohBGgTVkmLl//MizOAcNo+gSaBaglROAW1vb2dzc7OoDuXIjEo/jFIMFIhSUPmrIfXe6/70IZgUl9v2VvVQ5VffyynFEDw4b25ukslkqibF5Uhg0CQTjUZLDsphlVflw/amX87LFjRYhnlWSwXvVwirnEPwxFiJcHvLXG4CUa+JrkSKKxG6sOQeKpNUFXs1bBhB73UvVN3K5acOiFZDiivZQ/xhmiqNV2HtE+A8Y9lsNtASUi0prnZ3QqHU2w33mk8Qyc/lcqTT6bKkuBqlWJVbIZPJIIQIPOis0vHavaoh9qXik3vLDeGe4XIqbjqdLjmHqPRq0d7gLBzDtkW5+qgzEqVEj2p2UyB8e29ublY8PO9Nvxyx985BjWqfOAY8Bf6VEOKSEOIXhBCtwICUcgbA/a6OJh8Cpjz/P+1eK4IQ4vNCiAtCiAuVApQ/T1CDgWrrSlvqUPzwVQoLpPJQaYfJI5/PF01sGxsbxGKxigSpkroHpVWEcoNNWKVYld/v2dyL/cN73QsVyzVoOyosKQ6jqJcj3yr8TblYt2EPJ6q8/IpiOeKq6uJ/bsPuDoQhmGGfJeVXrmZ7VqWrDpP44SfFUsqKhNtfZu91LyqpRCrOdbktbG8e5eoRVrmtNowglFY8m5uby+annt0gP3Gp/MoRCxXO0Yug8JHl8ohGS9/DUv1Q7STUQilWddnc3NwVcjMoTNqz5OONX+1Fpe16fz6VFkd+a5NSDcuprGGFD79wU8mvXO0zHNQ/K9kNVD5hdudg51BqUNzdbDbLxsZGaNGj0ngTtDug6lfN4fxSeag5MWhnoFZjZj0jDCmOAW8APy+lfB1IsWOVCELQHdm1lyWl/KKU8k0p5ZvqTV31gGpXl7B7BV4uLJDKQ6VdKY+gVV+1SnQ5guR/81WlGMUq/WqU4qDyV+O5LrcqLjXIVPKCetML0w7lfIbLy8tEo9GaKsXALjW30kLF3yblJmLlw1btHdbLFuZZXV9fr/qwZrlBWFmRFClWqkdYv3K5rUAorxKtr69XXFiFrYe6x+UUqbB+e68yXSo/lWclUiyEqAkpLkVYVUzfUqiFXaqSzUWlVw0pht1tlU6nyefzFfv6s4yPUDmaDRT3+TBjZFi/vz9tlX5Y4SaMNcNb5krPcFD/VHaDWu4MQPCCtdxBVG9eYaLdqLyCnqtSIUq9aYWdE/0vJAkjUnjTr9Qm9YwwpHgamJZSft39/ddxSPKcskW43594Pn/E8/+Hgce1Ke7+o5oBLeigRKXtVpWHShsqDzh+D2gtlehYLEZzc3NhEK60zaLSr0YJgWCCV06l8Ja/UgcN8nZXOi3sTS9MOyifYZAivbi4SGdnZ9kVdLU+QyhWRsudTK42fe9Ca2tri1wuVxN/unpW19bWQvne/f1M1cMP/4soaqlEQeltfxW/t9rFTql6RKNRmpqaypJUpU5WqxRXsjSUCsu2vLxMR0dHSW9gtUoxBO+chVmchiF4arzyn4OodPhN1aVakuQnL2HJarV9PYgU+98w6EdYdRJ2q7lhhI9q66DaoFw8XG8Zq3mGM5lMkWq/l0VQuTqU28VRpLhapbjceLO9vV1kWVTje7mdQG/a1c6J1UYvKtcHAV577TWOHTsW/MfnHBVJsZRyFpgSQrzkXnoHuAH8NvA599rngN9yf/5t4PvcKBRvAyvKZtEIqIbwwW4/VZjBuRoPXSQSIZlMFtItF8O0XPrl6uB9g1Ml/x9UN9gELRzCEDyVrrcelbbtvVuQq6urKP9s2HzK1QN2Ykx6sby8TCaTCXzxgT8v/3NVKi+ljKp7pnYfqlGKwyxU1tfXq/Z3l3uWIpFIwZqhToaXUz7CkkkoVlf2Ep6uUtqwe0IMQ4CqrUcl5baSKlVt3cqFZdvY2GBtba3sy0Sq2XWKRqO0tLTs8jKGUfSqqVPQzlAqlSIWi1UkkWH7SKkQc6urq4V6lssn7BwSj8dpamoKJMVBbxgsVZ+wY6Ra/JWzH6l0qhlPvPdK+ZVruZMDxf0zLCn216HaRRA4bZ5MJktaqKCYN4R5fv15VfJHV7NwhJ32VmNlJpMhkUiUXPxWK0R1d3czPDxcsrzPM8IoxQB/A/iSEOIKcB74ceAngD8phLgL/En3d4D/DNwHxoF/Cfy1mpZ4n1EN4YPdwbhXV1dpbW0t24Hy+Z1YtRCOeCvSWukkt0pflV2lX64OKmRPNpvd82ATtvz5fL7qASDsIOOdWJaWlsoqYN70wijFKh9vBAopJRMTEyQSCSpZhKrxt/lPv4dt82oWKurE+F4OPVZ6ltbW1lhfX6+ofPiJgzc/P7xqro7tWSitClbaNt0ruQ9CpcXcXkgx7Cb8+Xye8fFxhBAMDAyULM9eFo5+qxRUN16F6e/KxqBQ6fCbSi9sH4lEIjQ3N+9qq6WlJbq6umqWj6qP39pQ7k2cCtUQMW8oxkp9XqUddsdUhePzzlHldgL3umj1toV6y2SleTZsO6gzOv5+ksvlWF5epru7u2Q+/ryqrY8ir7XuI8CuNqlV+vWMUKRYSvmR6/99VUr5XVLKJSnlgpTyHSnlSff7ovtZKaX8ASnlcSnlOSnlBb1VMItq7BOw8zKEVCpFPp9nZWWl7CS61zxUhIgwtoC9KMXgDJipVIp4PF5Wcalme1Clv76+XrhPUsqK6ptK11uPSsqnUtlSqRSpVIoDBw6ULhQ7i5OwE74qszqctLi4yPLyMsPDwyUPEXnz2stEqbafoXaTGOwctqvk767mWVpaAmgnm82ytLQU2g+p0oVwatHGxkbhVHq5Mj/LpAtO+7a2tpY80KrSDCL35Uhq0MtCUqkU8/PzzM3N0d3dXZWdoVJ+UEyKpZTcuHGDhYUFjh8/XnFXyJ9fqfa/dAmmp1uLrCh7Ga/CqGDefqHepFjueVN1qWYX0H8gVS0iK72mey/5eEm+Opjuf6V7uXzCjJGRSKQwxqtr5dKuRvjwelj3En3Je92PoGe4UjQIlV5YIQKCF6wLCwvk8/mq2qJSffznU3TOiSrtaiMxVRrH6hlhlWILF9XaJ9Rqfnl5meXlZXK5XMUOFEQqy+WhohosLy+zurpKIpEoe0iiWgW0o6MDIQRLS0usrq6GUlyqGTC7urqQUrK6uhp6S9pffijvi25vby+8ynR6eppIJLInS0Ol+xSJRFheXkb+/+y9eZgc1XU2/lb39GzSjEa7RutIAi0s0oAWJBZZQNiMDQbCZv+C8YaJ8RIcfz/j+AvBCd5ik3ghhhgcA44MhASMbWzCYmxsIxYBQgghtGs0i6TZ973r++PMmbp9+96qe6urRhL0eZ55eqa7556qutt73rNc18Xu3btRUlKCmTNn+upR6QoCreXl5RgYGEB/fz86OztRVFRkHF9oci/M6AUxujZM8Y9/DDz4YMXoIStRMqwi8xGm1J5f2xzrK26I/f39aG9vt9oMRV02CVwNDQ145ZVXsHXrVgwODmLWrKxiPhn6RD0mG7Bccq6hoQFNTU047rjjMHv2bP3NafTpdD3+OPDii+MyAKuJ6zksC8agoqOjA67rWjGrQfcC0Pjt6+sbDT2pr6+H4zhGXiEbA7W8vHx0fUyn06ivr0dZWZkvsJT1BD2zvj4HZWVlaG9vNzaybY14fla24XFBcyaZTGbEkQ8MDFgz6Sb3IJfHc10XtbW1KCoq8mWKdUcw63RxIhyTOPxqS3T56Ugmkxg3bhza29tH8xTCtO+3hxyrkgfFlmILXoqKilBaWorDhw+jpqYGqVQqFJMQxFCmUikcOnQIzc3Nge47W5d3QUEBJkyYgAMHDqC7uzvQVWS72HASWmtrK5qbm1FUVBQYzyZev4krZ9KkSWhvb0dzczMOHjyIyspKXxAZ5j4SiQTKy8vR0tKChoYG9PT0YMGCBb4hGiy240o0hEy8D7ZMcVlZGVzXRWtrq28pOVUogmqhTKcBInJKUVY2DUVFRb7gwZYpHjduHJLJ5OimHiYmPWhDFIFjbW0tXNfFjBkz9P+EcOETgAfo+vv7sXPnTlRUVOCUU07BypUrrWJ8g/TJp8Cl02nU1NSgrKzMF3z76XPd7NMlvZyh8RgexijAa2tr8x1fKh1BRnBJSQkSicQomGhsbEQikQgESbaGI193e3s7+vr6UF9fj+nTp0e+rvB1Nzc3o6GhAb29vZg3b56vDlmP3zPbtw/49reBnp6J6OzsRGNjI8aPH+/r3bKJKRbvoaamxpr1NFnfJ0yYgPb2driui+bm5gydfnpsjSAuvwZQf3R0dGDevHm++63uCOagscXe09bWVhQXF1sTXUE6Kioq0N7ejpaWFgB2RNR7PnwiL57YsqCO42DWrFno6OhAW1sbqqqqAkGSLYBxHAczZsxAc3MzhoaGAjdqlftYV/eTZc6cOaMWcpj42CDQPXHiRBw4cADNzc2YNm1aIBMtXr/JAjBjxgw4joM333wTqVQKVVVVvveguo+kT31UlunTp6Onpwc7duzAhAkTAkM0/HQFMS/FxcV455130N/fb21oBfWJ2J6fEaRLCpVBkViadtKkpVizZk2kYQeO42DChAmor6/H8PBwIAvN1yq+miSbcjJSbW0tpk+fbsTW2YDi4uJiFBYWjobg7N69GwCwePFiTJgwwcglrLo3k/Al13Vx6NAh9PX1oaqqyqjeKIcYBZWA86IMSuA4hWhtbUVra6ux5wwwN4IZALe0tGBwcBCHDh3C1KlTIw9hGj9+PAoKCtDU1DTaT2HXFb+xV1BQgMmTJ6Ourg67d+9GRUVF4DOT9fg9s5076bW9ndYqU+LDlu1OpVKoq6sD4F+zXWVo666dpaKiYjR8sK6uDqWlpdbhMib3AHieh71796KkpMTIMBbvg+eLn66JEyeOzsfW1lZMnjzZak80eWZTpkxBOp3Gjh07kEqljCoxcZ+Y3MOxKnlQbCm2Vj4AzJw5EwsXLsSiRYtCudKDFk2AFuPKykpUVVUZB/2LiXyAWsf+/UBtLYGkE088EdXV1b5uNW7fxnAAgPnz54+6qYOyVsMwxSUlJVi6dCkmT56Mk08+2ReQsdgCGoBA8bRp0zBx4kQsXbrUuJC57QLtOA5mz54N13WRSqUCDRVbZqegoABLlizB7NmzfYG9Lt5TBsVifkpPjxP4XHRMsd81i+EwfkZCmPHDm1RLSwt27tyJRCJhVHLIdgw5jjMK6FpaWnD48GHMmTMncM6J+kQ9JpvXhAkTRhOG9u3bh7KyskAjS9RnYrx4uXUOSkunoKmpCbt27UJhYaGRQSfek+mG39vbi9deew3Dw8OYM2eO/ss+9+I33hKJBGbMmIHDhw+jsbER8+fP9/Vw6fSY7CHi+rhkyRJjg8UkDpvPAOrtHY/KykoUFxcH7lNh1ivug0mTJgXmpHCb4rX7tT916lQkEgls3rwZXV1dgeyt6h6CiAgO82ltbUVDQwO6u7uNPIHy/fDvKl319cAjjwCFhRUoLCzEjh07kE6njfqD70F8DWKK2XCorKw08i7bPK9jVfSBXHlRSpgFTVwQTHWYWuE/+AFw0knAOecksXjxYvWXJFEBJNYry09/Sq+33hocKye2b/uMysrKsHbtWjiOE7jIhGGKAQJNQXHEsh4VoBkeBnQhkIlEAieccIKxDj9dQfcza9YslJSUBMZk6toP6pMgBgSga5STEfl9UZ+YnyKVkNW2axM+AVD/dnZ2GiW/iW2aAseioiK89dZbAIDjjjvO150p6gpjWB0+fBhbtmxBSUmJVWkjGfCzTpW+dBro7CSQ4jgO3njjDQAwBl3chsn9iX0+fvwsDAwcRG9vL5YsWWI83202/BkzZqC2thY9PT2YP39+IMOuuxcTsJpOp1FUVGS8xqfTmeuHCWkwfvz40fXRtG9Mq0+wwdLcjJz2kKB7mDNnDsrLy40YXPGaTeZMQUEBjj/+eOzevRuzZ882WudVa0yQ13fq1KloaGjA4cOHUVFRYeQJlO8H0APKZ58Fdu8GFixwsGTJEuzYsQOzZ8/2zZHgexF1+D2zgQH6GT/ewbJly9DZ2WlEpMn3YLJHHYuSB8WWEoYFtRXTZL6eHqClBXj+eeCcc8zb9wN7oojsXlsbYEgehX5GQe5NsX0g/vgm1X3EoUelK5HwGBydOI5j5EYF7N2dpmJqYIljKeAUYwB072JkgkkfJxIJHH/88YFt6xb4oLYXL16MnTt3YvLkyUbxtqzLJgwEIJDKIVeLFy82nhdiuyb39sQTwKuvArfcUoB58+Zh3759qKysDNwgZX0ma4lYZjedHoeVK1diYGAgMO5TbMtmvicSCaxYsQJ9fX2BgMK7LnsPXTKZxKJFi4zaF/WEmYsmuQmyHvGZOY76fthg8akEmCU264nrsuHpGPV32PW9srISlZWVge2LemyNoLlz56K1tRWO41gx9ty+qEvVFxxmRvvtJKxZsyawfZUOP8PxV78C3nwTuOUWoLg4OMdJbCeOPeRokzwotpQwLKitmE5WKnFF0tOTCSL8xBTIjOTeALADxXEBMLF9wI45CqvHluULK2EW6Fza99vwu7uJyTIgQo3DHEQgLBzUZNxulAZJGFAM0CZ12mmnWesyAY2iOI5jBO5VYrN5vfoqvba0APPmzTNKPpXFlCkWARetVaWB8diiDrFt0/nOGfamEvccZBmLPQQwB99ssJgYqwCBXNlblkyq53VnJ/D97wMf/CCwfLn5dfP1iq9xrO+2+1RJScnoGmDjTeH2g3SxgTKSI2ossjfFb6968016bWwETB3YYdfMY1HsTM+8GC+cQ0PAQw8BTz/Fl/trAAAgAElEQVRtr8PUNSUuYiYuab/2+f242o9yQQsTExpGdCxfHC6jdNqL8Qb8F5ww+k03gKEh4I47gHvvDd8uoAdFySSgODzNuN0onr28gfDvcQEg2zCQXCTM5tXSgtETxkw3elGfCSgWAZMp+BJ1AGbz/eBByoEII2PhBWQ9pgZqLvpNPY4Mivv7zfTZGF61tbSm2OyDY7W+hyVvbEJYAPV6o9PFTLHtHNHFYfv150iFUiMZyzXzSEseFFuKykJWVSSorwe2bwf+/Gd7HabAOyxoNWWvxIoBNpP03cIU28SDtrXZuR9lURkSKj2NjcA//RONLRsxHVMNDfR+Y6NZn5saWDyWysvNmWJxnkW5MeoSX8YCAMUNik0Bi5gIOVKRKZSY3t/gIHkeCgvNjCJRbMIn7r6bDDo50dNEdHMkTFth9MjS10c5I7/7nb0OuTYu69G57NlBYDrnATMD4tAh73pMZSxAMZcNNInzzVVMY4rTaW9uhDUcg+aI+LcNKB7LNfNISx4UW4op8yO6P4JiQ2UxZRJE0BoFU+wXByrq8hN2rcXJuMhW61iBYj893/8+8M//HF6XqSGxZw+9juREhW5f1yciQBLDc0zb1c2HoSH6XnGxGSji7we1CwB1dd5zMZGxdAWaPp90mjxLHNIQVkzvTTwwTwyTCqPPlCkuLCRgbAuKw4RPmIxdlR7b+O8wYrq+19cD7e2UM2Ircm1c/l2+l+Fheo8rpNmAYtloVT2npiavXdPnOBagWGc8xgHyTAFlFN6UoJATkbgJwxTnwyfykiWmm5y40dgu0CodqoL4IlC12dhMwZ7YvikoHouAfJtFs6fHW5htRRWTp9IzPOz1jXQ6r5UuEyt8pHytcX/4te8XXwjkxhSrQHFBAQGjqGOK77kHeOCB8JsuEG9cpwlobGgg9v/Xv85Nn+m9ieMnFw+HKZDMBRSbznfxPkZOQraSsQqXMo31FYkO27GpAmIq8M1zkUGxyVhgksfkHngNSacz1xY/kfubq9tEOT9tQR6HgcSpi+dkIhE+fCLomcmx/aZiEwJyrEseFFuKzGCZAEobi4zbMtHR308DM5k0X3BU7QeFT4wfbz5JVSxCXDHFJszRPfcAd94ZbvKqYvJUehioAvZ9Leqy2Shtgb5t+0A4UKwbSwyKTUGRabuiEWJqfI4lKDYF92HczCqx3YCBaEGxXz+lUuZGkawDCK6rLice2+qQ3elxxrLaJF0BmWuMiZiCGJ4/XCXNdG7KbZvkvdjsIYmEeY5FGNGtAUC2nrY2Csl59NFodcl6+NlXVNCzslkLdCEacp+IOMGGWDE1st4NkgfFlmLKFOey6ZjGU/b3E8gwdUmL7ZuGTxQVUVWLuJjiQ4fs3bd8/UGnaAHeRhkmbtKU5ctlMwa8+D8b5qW7226TMA2fsPUOxMUU8/dZTMKUTA0FmzHa2UnJW2FFBYDEa2ARNytb0CjrA8yZ4mQyHlAcNVNsMt8zD4ix1wFkG/PiZ6LU1YV/bqbhEyIotvU2moIkHmtcxtkGFJuET/T2AlwAxAYUi+PXr/3OTmDXLrN2ZR2A2V7e0ECv27bZ6/HTpZuTFRX0mc06YKqDx+yECXagOM8U50UrpiCgv5+YEcDeFaKLp1QxxUVF9huNDDj82O7iYvqxZYpVsWyy5dvWBtx1F/Dww+bXzjpMmHTx7/p6Ox2AuTtVBPVhNkobV57ojrRZ1FQgU9V+fz8lw4m6/MQU9Nkwxaq4dN2GJTJopnH1Q0MEsEwSG3/+c0reygUAmdyH2L6N10elDzBnpSZNOnZAcZCOXIkIwExPayt5oB5/3E4Hi2kok7iu5FqNQKeHmWIGxaYGK2BmZPf328UrA3pQrGr/sceA//xPe8+ZzmgQP2NhL04iJFpSzUnVesPzgsuE2ya3q3TojKDy8nCg2DTcxCbH6WiTPCi2FJvQg4oK2nzDLNCmwDsMKDa9B97ISkrMJ5Au3kx1/Wzh25ZQMt0kxedu637k9kw2/LBxWix+hoQsYj/kGjKjilPv76cNsqAgt/AJFVNs6j7XATtVuyJTbLoQ22y6zBLV1Zm1HaTLZAzZxovL+kQ9/LsOQDIoDhu2YTpHBgep78OET5gawbmAYh3QU+nZv59ed+yw08GiMrZVFYx6erywhjA5BNy2qCeIKTaN95fb1gGkoSHPyLbxNpoyxZxga+vN8TOC5GfEIXHpdLicEdOkPjF8ArAnPYBg4iMsKB4e9k7+ZNHtUS+9BHz3u7l52I6k5EGxpdiwFiUlxLLmCoqDwieiYopzATLitYttitcvLwJhE0lMN0nxmsNYrjqWzy+jNypQ7McU8yEqNvdk6h3gMVVSEm1JtsFBL3xicNC/v3VGAhANw2q66YqJNbkka5qARnH+5gKKTZliERQPD4cP2bBhilOpsWGKJ06MlynmUKyAk9W1Yuo9YGKFf7fVIbbNv+tAEoc42IDioLwR16W5buN54vbl+akCYOL8ZDbXVHTPR/yMJWzpUxbT9Z0Bt+3z0ulQ9YkYQ97XZ24My2MW0BMJW7bQ686dZm0fbZIHxZZikwTH8bhhXF82AKaoyG5TMwVIDGRsNjIbQCO6B6NIFNQt+ED4xczEvdbTQ0xLKpVb+EQQk+C6NJamTKG/TZ+ZTTjCwIAXpx4mptiPKRZPyfMbrzrWg/WJIoYBRA2KxfaiTKAE1ACIa8VGzRSrAEUYhlAluhCjqMMnTMO9Egly10cBinV62DsxOBiur3QhR6oxUV5O7JytHtPEKAZJxcX0uWm5RG6PRTV/hodp7Rk3ju4h6pjiMPkEog7APiwnF1AcZKDwc2XvgA1uGBqiNk2NoLIy6hsbsksOH9ERN/y88kzxe0B0CVGAeiIVFxPjFsaVN5ZMsV8caFim2CRJSlxgbI61VAENx/FnisPUYjVlwbq7yfgpLc2NKTZZ0NJpYPJk+tt00bQJR+AxZdrnXFWARQckxEQ71qMTmw2rv5/aHD/eLqZYZvn82FQgfJyvKWgUYy9zZYp5PrD4bcDMENoCVVmfqIvfF0WsPpFO25W3sjEsOAci17JvfnrCrlssprkK4v1EET7hB5KYxY8yfIL7uLDQPi/FBBSL7dmGx9n0d2+vx9hHxRT7Md9sqNqGN6jYddWemEpRf9jokMcsoAfFvAfmkhtxJCUPii3EBvDlyhSbhgdwnJ5tTLFJ+ITIFA8NqV0lqrbFNv2uv6uLng9gt6iZxoTyAl9RET58wmTz6umh+whjAIntmSZHsXvNtM9VzKuJ98GkfR4j4nUDuTHFtqCY55npszd1z4ap0x2ky+8+ogDFpowOM0slJZ7+MKIDxeK4ct3s/o+jWk4uINJm3ert9ca8LSi2ZShzBcWmTLFNvLcufCKdznTHc9s2VWe4fRNQzM9k8mT7frBJtOvr84iIMEDPNKaYn1cYQ9X0mXFsfxhQbLJmDg97eCeXBN4jKXlQbCE2Cye7ocMAJRtXdxiXpGl1C5HdYX0mbQPmyUXTp9PvuYRPsD4dCxLGnQqYs2AcPx6WKTZlcnnRLC21c6mabsSua88UszeBxS8+PRemOCjZ1IYdtN10w4ASFhPQCGRW/ciVKTbdHMOCVFFMSufx72L/25abMlmvxLEQBSj2m+8MksIm9AUZqIOD9HeuID/I+8Rrio1H0HSNF9u2DcEzIT0YfE2aFG1/qxj7sLHdfrpUa6TjeIA1l5BI1hcVU2zbJ0AeFB9zMjxM1qVNNqnpwsnuwVTKninm+E/bmN/hYXOXpGlMMd+DCbvHYms42Jbr4XZMXUWAV5PRJpkPMGeK2XiIMnxCBQLFTcYGBPrF6IrtDw3R3zaGlhw+4ReKI4Iiv3lnG1PMzHbUC7xcTD+M2Lj+S0rs7kOnz5QpDgtSZX1B9yf2Z5SgWBeiUVzshRrZ6OBrZPELa+Bk1yjqIavuRzTIogqfUK2Rct/kcniH+BkQPSjWhU9MmkT3YbOXmybaDQ/TWCovp8/jBsUFBfS9goKjiymWPYK69pnc4mTXXA8jOhLyngXFNTXAv/yLXTkwU1DMC00qRRvd4KA5YDXVwUkMImi1AUk24RMm7J7t9QO02JSW0j3YgmKTjV8sPyP+bSqmB0iw9W1Tuk4U02cmbzK5MMWqTYyfj40rVQeKVQt+KuV9N+rwCRsgJBud3L6OKa6oCNevnIMQtPFyaFJYllMU081RNnjDMsU2oDiZjCZ8QpdDwGMxjA4/9lMOBentpU0/TLlNUwM1V1Bsm9zFfRM2fCJoH8w1fELlCRRBsfi3qQ5ulyWOftDp0sUU8/qYq/eXdUTFFJvmYfB8mDKFPgu7rhxJec+C4rCLM2BvIdvoiVtHOk0/JixcmPAJU8YlnfbaNy3/JeqwYYrDlLgB7Kp0iOyqrXVs6sobC6aY2zdZlIeHs8dSkFcjV6bYDxTz30Gi2kD8YrjDHLsqXmvQxst6ogDFpgkxcYVPqAzsqJliwB/o2274rAMIDtnhcoJhcwhMwyf4+dh6QVhMY4q5/xwnt/AJvz0qTAUjU6Y4lQpXrcGWiGB2NUrSQ9cXQLizB0xAq1gvHDCfhzL5AajHEzPFU6fS67EYQpEHxTmC4iBGz2azttEhLq4292IKusMmx9jGmxUW2ocdmC6aAwO02IctgG/CFHMtTgaSDPZtxNSVZwtaWWzHLYOXoCoB4jj3a5evvaDAjCkWQaLYruPoQbHtHDCNKU4mKRs8zn6NEhTbAMgoQLEJUywayjZeJ50OQJ80FgcoFvUw8CouDhcuFSYeN8yYENcKUY9uHAD2iXZjHVOsmp+ctwPYgWLTRLtc+wGwD58A7Mus2hBFtiGR8rWxBDHF4t/HkrxnQbEtWAXs2AQgc/DZurpNEjFkHTag1ZTdCcsU27jq42SKw8RPAZlGgaiD9bPIQBWIrxxU2AXaJrmH2zcBL/wZP19duxzqY8oUi2NDFF2FEVsgZOqeFbP/TduW9XDbLCpwL46hsWKKmVVlljBsTLFJeUdV+IRtEpFpvGSYNVe8Xht3epxMsTzXOfEuVz1yGyLDaApcVfMzaG2MovqEau6LoNiWWBGvm3UA0YNincdI570B7CtKmYJWcd4DuTHFeVD8LpOomeKowidsmYSwTK7pRhYFE626/qhBsY4p5vaBcO61IKY4F6+ArMu2z8fC+xCG0fVrlxfWsKBY5w60HaM2rsYoQTHr0rmZx4op5g3YccIdqKHTNxaJdqzHL9EOiCc0TgxrCJNDYBoapNpDbA0JlZ4omOKBAXo2YdYrkxAkW9IjKqbYJGQtF6bYJL47l/AJk2fGoDiRsDNUTEF3by9dO9dazoPiY0g4yzPu8Im4YorDMpRxL8qmLMLRzhSbGg+59DVL3K68MH1uwxSLoDgoptSEoTAFxcPD9GPLFOuYx6DErSjiOvnvqNkoUadN+AQQPygey/AJNiyAeJhicWzmEtYQZv0NkzgYxBSLc8H0YBVeV0WJcg9RjWG/cJlcSI+xYIp5/IoH6ugS7aIExVGy0TYl38IaKkeLvGdBMRAuwxMY+0S7KBcc1WLpONkD3BYgsfB3xEXTlCk2TWSyZYp5k7Q9NhMIrsGbS6gMSy4xeqbMi9y+qaHlN6ZEV7J83TqvQyJB7fsxxSqwzW37xViL/+snY8E8sh4gWJccPtHfb1ZFQ6fTNNEubKY7i1/Srp9RZBuuYdJf6XQ4A0nUwdfI4mfM21aAYQkTPhEVKA5K7jJl8TlsQRST8AmTtvn/5P4uKNADsFSKvn80g2LVnNSxuEDup9QC/omVgB1TbBo+IZ6dAORB8TEntgPPNLEoLlCsAxo2oFUF7FmHrn0GM6agmN0zftcvguLSUrvyLaaZsOIEtTnsAhg7RgcIH5Zjena9bSiI6Zjio7PZVaZrVzYwUin/6+7pIf2qRV5nWNnW0g4DiuNmikWWMxfm1jS2MFem2DYsh9mywkL7+vBBzGGuxmmYBGE2YGyqkoQJywqzrohjisWEnTTRw0erixJliJ/t+u449t7GMHt5cTE9L9Pyqiy2ya+AHWAdCx2m4RPcd4lE7l6vIyUFwV9590rQZsCLHbs9xAWRJeoFzTQRLiyTK8bEiSIvmGL7QeV6WlqAP/yBrtl19SyCbnMRXS0i66gTjvWUdagWzfHjvVOCcgXFjqOPB82FUdQlYoif8TUlEvQ9UZf8vHX3YsOKsPgtmny0Klf3ENvVGVhAMCjiY7Nl8Xv2NnPAlPUYHKQjV6M0dvjvoLh0PszDVgYHs+eQyeaYS6ykTUk2INgoUukJ2pDFZ5hMhjv8QLx+8XcdU1xc7BmmQXOQJRemONf1y4Q5BPR909cHvPkm1fbnklsm92BD3PDzNF3f+XtRgGKTkDWAnoNIBARJGMBaVOTVL5f/VyUmdYqHhzM9O7kyxbyOua6HkcQ+KS5+FzPFjuPscxznTcdxNjuOs2nkvUmO4zztOM7OkdeJI+87juP8wHGcXY7jbHEc59Q4byAX8QPFrgvcfTfw619774kLIkvQgmbCsoon66niKYOscJNkmc5O+h+Vy5vvww/I+LX/1FPAG28Ar74KHDqk3pTl65c3F8Bs0efSWDauHMB+gqo2FZWeKJnioNJdsssbMHtmttniJptYOg288w5tjirDQTdWAf/wif5+YM8eryC/KH7P3mbTVTFdKhZtrJjiKCqYiG3ZMDpAeKbY9MALGTwHGUWHDgEHD2b+fxCokEFOmJJWgB1THBVY1enhsLaoDyORx54pKH72WeCJJ4CurkxDWNQj74O8/5l6crhSjQ1TDIQHxTY5I7kk3KoAKx/uI+qyZe1ZTOY935fJHHFd2tfffltdiYnbB7L3dbFPjkWm2CZ84mzXdatd11058vctAJ51Xfd4AM+O/A0AFwE4fuTnBgB3RXWxUYvfZrB3Ly3Or74KHDhA74VxuTBLqdPT00Mn6/30p5nucJtyN0H30tkJ3HEH8J3vEKsLqIGrbjHwa39wENi1C5g7l/6uqyN2TRSTRDvAbFFTxfqyjqBF02+Cvv020N7u/a1aNFV6oogpttko+TtBrLSYMGNaJcImTn3jRqChATjjjOzPggwsP6Zw/37adE8/PfszPyBkWkVhaEjtzfADjuwOjKJfWVfUG698zbK+OMMnZKMI0IdPAP4M1a5dwF13ESHR1ubpkQ0Lv3nIOuLIF1EZ81HE+gLBBnCYGFM5uQvInpumoFg8/ZVLbpm2bXIPw8P6JNs4QDGvGyxxhsepjDpZl83z2ruX9iwWlbfCr8oN4D8PDxwAXngBePhhby1SrSvyPYhe3Hc1U6yRSwHcP/L7/QA+JLz/gEvyIoAKx3Eqc9ATm/htBjt30msiAfz2t/R7mPAJ1qPb5LZsodf6enJN2TLFJqD4tdfodWAA+POf6XcVU+zXvm4CNTXRZF69mo4+BbJBsUkWN6CfQIODtAB0dan7gHUEMcW6Pti+nSb/v/6rdyKPKVMs3keQ27ari8aV/BxtXHkmG6XrAvfdB3z3uwRcTZMfbZhXHrcnnZT9mY4JNWEKt2yhz+fMyf4saIz6zYH+fgJcPMZ0G4gYHypunGGAo6pfWVdQ7GVYUKxjdMTNUWZ+gu6trY3YexWwBjI3fJWnwMYo2rHD+/2ddzwjJugZqkgCP1ayvj4T5InxqaIOIHu+JxLhq1zYhE/YgOLGRj3AYskFiKXTpGPRImDVKuCUUzI/D7qHoPXkN7/x1ivx+2L7MuBOp3MHxaIEMfZRMsWmfaEaw8PDwH/+J+1ZL7/sH3IStA7r5sjzz3u/v/NO5v+J7fP1sHDdeODdzxS7AJ5yHOdVx3FuGHlvuuu6DQAw8jpt5P1ZAA4I/1s78l6GOI5zg+M4mxzH2dTY2Bju6nMUP7BaW0sb83nn0QK6b59d+ARPJNajWwy2bQOmTyfL+6WX1AAmyNUdpOOdd4DZs4F58wiYcXKbKGHDJ5qa6HXqVC/OjI9V9rt+8VkyU6zqC9cFHnyQFoDvftdb+IKYYnmh8LNa2VAAgKefplcdKA5iqHRegf5+4Mc/BjZsAB59NPMz1bjSufJEPYD6me3fD9TU0GePPead/KQq+abqcwb3yaR60eztBQ4fBtaty34+/P9hQFFXFxkoy5apYzRlcCcbkH5z4KGHaCPhvlZtIID/8w5a4OV7sg3BMU2080v0Eb0JOn0ygOTNUVXxoq+PmNsHHgD+9KfMz0yra9iETxw4AFRV0Xq4fbs5c2jDFL/9Ns3Fe+8lxg0wr6ggMmFxJ/SZAsqdO4F/+zfgH/+RgCvrMQExYry2H1Pc1kZtLlkCXHxxdvgEtyGOTRWw14G8l1+mdWXjRnpPRdrIbQOZAMwWFJsmC4oeX8Ae6JmWsFOx9qo+37bN68ONG9WYgXUE5XboxtTBg8DJJ1O/Mamm2nOB7DX5vcIUn+G67qmg0IibHMdZ5/NdR/FeVn6u67o/dl13peu6K6fKUftjJLpNdGiIgPDs2cCKFRRU/8ILXmFq09hPZh38Qg/q6oAFC4CVK+n3/fvps6iY4t5eupfjjiMLH6DrcqReChs+waB40iRaMAGPMfa7fpGZ8WOK9+0jlorlhRfoVQb1qo3fdYPDJ1yXwmRWrwbOPBPYvJkAZZiYYkD/nN5+20tM2749854GB2mBsdko/VidV1+l+z3/fAKv+/aZxXnL41a3aNbU0HNbuDD7M247TKJdXR199+ST9e2GefaDg968euklep0wIfM7fG183eLx3YA/KG5vB+68E/jGN7zwJEAf6qMaq3LspU7XH/8I3H478ItfqKseiGWdRH2Ap1Nl8ALqPqmt9Z6pyOIC6vAJ3f0B3vjWGUUDA7QZz5kDLF5M47ariz4L8gzJrmE/pvjVV73fn3rK060DLjomzMSA2bWLDLInn6R2mDCxYYoTCX8A88or3u//9m/UThim2A8UHz5Mr9OmZX+muwe5xBigvodDh7zfd+2iV1UIHid1idcoru+Dg+ZVTXSJY0D4MBbOs+Axa6NLLCkYpIvX8yuuAFpbaT8B9EwxPzMdUyyvIwMDdA9TpwLV1bTeA2ZhkaKxwXuurjqLGC5zNIkRKHZdt37k9TCAxwCsBnCIwyJGXkemDWoBiM7P2QDqo7rgKKWoyFtARDl0iN6fPZs6uLqaNoSDB+3AhahHNbgbGkjP3LnEjqVSZAWK7msgNzaaB3RVFXDCCQSML7ss+3thXS1tbcQMp1LkUrvuOuBUKbUyyKIsLNTHbPL133ILsUdstQYx3fKiyaBGnqAdHfTdqVOJ+SwuJuAUlinWeR/q6uizr36V/n7gAc9V6LdoBm0yOl1VVTSmEgkazzKzE7RBsg6/DXL69OzPuO2gkmyqzYs3R9N2TdnBQ4fo/8T456DseTnhxw8Ub97sGYccdiVeX1BpOdNY8XSaQDHrrKvL/tyEAdOBYpXOPXvoes88kwAy36fYTlB1DRujyHUJFM+bR7+zMWMaghI0FlyXSILqauDCC2kO7t2rTr5U3YscMwnox8XWreSd2L4dePFFCo9jr41JLKvJHtLWRnvTWWcBs0b8sQcOqI0j3ZoixnoDeiBWUGAHisVxzca23x4l5hEEATAVKAbUfdHfDzzyCHDbbZS/w2u+zngM450DqJ8ffJC8EKowLD9dsoHpNycPH6b1a8kSei46UKyb9+Ic4VAqUVpb6XXSpEyCIqhPOI9FfF5sCKrkxRfJiJONiCMtgaDYcZxxjuOU8e8AzgewFcAvAXx05GsfBfD4yO+/BHDdSBWKNQDaOcziaBPdwONYs9mz6bW6ml73788uk6Qr02WyoO3eTf8/dy6BPNanylYHsjcaEx28ic2YQe1cfLHH6Mo6wjDFHR1euITjEOttEqslgmJmi1VMcV0dgeHiYmJzWYKYYtWiqZqgDPCmTvUMoG3bvCSfoIQsFUOlek4tLbTIpFLABRfQe//+76RfxVIFuSN1G1h/Py1qU6eSh4PZXFPXsNh3OkPo8GHqc135vKBQHL92Kyr82w1TcYDB4+rVxECuW5ddUkl+3jbxynv20PyaPZtCDHTgk0U1hlgPh62oNl4eKxddRM/w5ZczP+frCzLcVfcm/r8oDQ10b+xlEpN7bJhi0YDX9X/9CHUya5YH8Pbt8/5HFBPjVGfE9/RQ+ytW0Ea/aZO+tKHK2DYJn0inKRRryhTgyivpvZdfpu+qQgMAvQHMunQeKMAjJJJJAslhmGIGrqrndvAgjQOV4aC7B3Fcc1lP3RgbPx4491zvPdnbaAqKVXvIjh3AW2/R7x0dBMZsYorlNVcHihncd3R445avNQiwqvYRIPt5sXd5zhy6rpkzPVCsIor8dOg8A7z3VVRQ+yxB3jUbQ6WjA/j972lMyWD7SIsJUzwdwJ8cx3kDwMsAnnBd90kA3wJwnuM4OwGcN/I3APwGwB4AuwDcA+AzkV91RKIbeAcOELPGg2DKFK/jeLEWxW+TYz2qxaCujixvbnvtWrUOHfA2YfVaW2kRDqr/q9tkZHekimmVY4hVbQP6zQXQhzc0NXnsBBsngHrRDGKKgWwdHIPHOpYsoXt86y167qqkQdXCz8yPLqa4uRmYPJl+X7sWWL6cfn/ySX2JMEDf5+xql+/nwAG6/nnz6O9Fi+hVNuZyYacOH9YzRtx2UEyxij3o6KCF2K/dMIYbV0QpLweuvRY455zs78jPWxUrrhqfAwNkRM+fD5x2GlV6ef11dRu6+5ABkG4M8aa7eDGwdKnnambRlVs0ZYpV60dzM61/EyYQgy+H/Yjt6O5PrjOsC584fJjA0bhx9FNR4ekzDZ8IYooZeM+cSd9dsIAATHe3vja2bGyLHg9duc2GBgqrOfNM4MQTyRCurycAYwKKTediUxO1N3EifWfmTBonHJLlp0dOuPSrR9/UlF1xQhQZIAFqYK/boyZPpuu74gqan/K1y+3LCdd+oPjwYbq3//t/iSTYvj0cKE4k9OvA0FaSWrgAACAASURBVBAlCc+fT3/ff793jSa6VMQBkP28Ojvpf9jTxVWfADVRBHjPzFQHh/lNmEBtVFbSvNTlCslEgrznqvpkzx76/tlnZ4dyHmkJBMWu6+5xXXf5yM+Jrut+feT9Ztd1z3Vd9/iR15aR913XdW9yXXeh67onu667Ke6bCCs6UMzxxKIw43b88dntqBgs0wVNdOMuWgT87d/Sxi2LCmiodMjJMm1t2QBSJSqXZzLpTSx2tYhgxnXNQLEJAFMlSqTTmddfWAh8+tPANdcEl2iyAcXjxnkLysyZ9CwPHqT3g1zDJn09NEQbpFh797LLiLnct482BRm0mmyUKvDECxrrWrkSuOQSYhdFMQmfUG2Q6XT2uJUlyMBKpehzucRSR0d2mId8zbpa14B+ntXXk6Hpt/gGMcW6zfDAAbqPhQu9tYFDfFSl8FT3IRu4Ol0HD9I4ZYDa0+OdKgjYg2ITr0NHhweGqqrofvl7pvcnHyxQWOhVDxClsTHT2Jo1y1sTVK7bIANpcDBbx8GDNA44RGfxYgLEzc1qUKzSI3u4VH21fTt9zkbpypUELAYGsu9FBShN95BDh+heeGzPmUPjvasr2BBWMf2qOd/bS+35gWIZIPE9yMSNnxcNIHf9OkXGUi5M8a5dNJYKCoj0aGmhZ2QLiv3u4fBhmo8rVnjYgY1jE6bYNKSJ5zvvuaLXV/Z+yUyxqTHc0UHXx+P0Yx8DPve57PVT1ydi8iOgD/ErLPQnV46UmCbavStFNfAY6MlA8rLLgE9+khZRWYLCJzi2Rl4w2tqyF5qysuzJCqgXZ9nVze+L0trqz76Z3oPqWfX10fdkt4rq2gF/plgVPsFWsdgXlZX68I+g8AkgW4fMgBQWegaQ6kQxE6+AvAi0ttK4YqaYZdEiauvgwWxdQeETrEsHihlcOg7FeJsmSQS139ND/xPE6AbFlLI+Ftel/vYzsHRgkjcYvl7Rm9HfT30sugFVYsIUqyo0sKuRQ3zOOYcW/KYmGgdcySPoPkzjRydOpD497jh6FSuncDnBoJKIpq7a5mZ65XF74onUl2++mfl9E1AsM8XidfC1yR4Isc/kDd90jMkb/qFD1Ff8vaVLveejMsj8mGJAn0NQX09glYF2KkWACcg+mIb12871dJruZ8YM7705c7zyaTp3uo451Onhg1R0sf6qtk3vgZO6goibIADG9yqv7319xNqzwSru37aJdoDeCOIQrVmzCCdMn05hGkND/iEzOsCaSJBe+XlxIi/vuXPmUNjJuedmr8k6plg2hlWguKwskxDThRaJ7euIKF1YZGVlNrl1NMhReEljJ6rNoLeXBo+8QDoOWYAqtslkkwMyJxNvpiYsrkqHKilKvheZafUTVRxoUPt82EUQU6wK/zAJn+CAfxNQH5Ypbm3N3qRWjhxPwyDDT49q0ZTBk66vRbY1aAPT6ZLvp6ODQJGqVJooOlYkiDVi0O3X5zqvA88dFShisG3DFJsYbsysqE7IE8UkplhuW2yfQRvXb926lb5bXKyu9OLn9dFtvG1t3lyYNo2Mw7fe8owA1bHbrA+wZ6U4H4GNxjlzaAxzDKNpuTSVBwLI7P/2dvqeOCdEb13Q0dU6oC+PX5mNTiYpSW3SJAL9svgxxXxdJl5AgPRcfHH2wTSJRLi8lJYW+p4MilmCmGIVKFbNeQ4xiwIUy+Oa95CgNT4sU8x7CI/h8nJPl6yT56ntmgsQyCst9do8+2zqn6efpvmp897oACug7vPmZvpfcS856yz6kSUIeOs8RCbeX7GdoJAW+XkND5MxF0RUHCnJg2JkDgqTTV+WIKDkpyeIZWUJw+R2dwezeuI9+AEOlVVp86wKCjKZEBOmmBc0E1DPm6SuZI8KFOtYigULKDP98sv1elh0/SA+J1745b6eMMG7LnnDCZt809npDyzF+wDskzdN+lwVM6sCRbZjycQgATKvmTObZaZR1TbgzxQD2Qt8SwtdM99fWRmBlL17aTyrYvnDMMXpNI0jcS4vXkz9zXGyDNBNQXEQ4G9qIqDABoXjEBDfu5f6S1cftaAgO6ZYDp8AMvtfdgsDFC85cybpDAqXUoV7yffEXkB5PTz7bODzn1eHB6iYYnndksfEwAD1ldxeQQElLKrWM5M9RO4fVbWW8eM9A1s2BE2YYhUobmuj//WbQ2z0+s17lQGhWxtV7YvXLgMwrmAk7yFi0hhLVRW9VlZmfpeTQcOA4oMHqT0G1scfTx4WLgFpG+fP96QiJcrLs8P6VCIDb9NEO1NQLIfMyOy9jinu6KBr8gvHOZKSB8VQs5+mYBXIjcEyBd9+ZZx0OmxBZVhgHwUoZqZYxbCa9IVsFZswCaoFk2XNGnJRq/T4Md4qr0BHBy2Wqk3lzDPpdcGCzPdl5pJjcOU+VzHFJv2RSGRvYrrqE2I4gg54yW37gW0VUxymXR0oFp+JKSg2iSmW2wbUCUhLl1KlmrfeUt9P0FxWbbzt7dRX4lxetIj6cOtW+ruzkwBRUNUB082xpYXmhtjeypV0Ha+/TkZ3cbE67t4PHJn2v+OQK/rqq5ElpkSEeE/sjYia8FAZSoDdpi8bEio9Og+UDH4vvZQAmpz/EjammD0UQa5u1QEbQcDeFhTrAJjjqPNSVF66iy6iMaUKhZT3KZO4aM6zkD0QHC4DZI+5oDmp0xWUdyGKKVMs9rdpnpDYvsze89zzIxKAYO/dkZI8KEZuDC5gVhkCyAZKgPkAN3G5yjr8QJ8spuETMrunA3tB7asYFyAb1IssXFD7gN69puoDG6OBRbVoygmDsp72dupnlXV/+umUxBDEFKvca7pEO9NN3yQkR06uNOnzMKE4pgx0XKA4DFPsumpQvHat93+quWdigMobiYoVLC0lAL5xI5V3bG3Vx8UC+s2R47LlsSSGa7BMnkwG3HPP0TWpnqtp+IS4luj6iY03Wx1ReQHFMcd1WIPCJ+SwExMRAeXwMOky8UAVFWWzkIsXU0JyUFkz05hi1TjQ3YNYd1d1DypQ7DjB+6BqfsqHoJSUkOEjSmsr9ZcYSlJUlBlLrrsH1hPEFPNpf3K4DCdZAtkVpYIAK19nrus7YFd9gvOEcgHF3C5XSNJ5gPOg+CgUVUHx9vbMzEsTCbLyVUCpo4PeVyXVqSRosqqYUNuYXJPwCXmTGT/ezJUjgklmPWWmGMgGraaAVWb6ZCYhmSR9KqY4DlAs6vFbyBKJ7AQ8INuVpyrvxeCJmdzBQdJr430wSd6UDSExCUN3T7bx752dwWA7LCjmUkp+EoYp7umhZyOPn8JC7wAb1dgyMXAHBzP7hkGxnK3N8ak/+xkBY3YNy/oAfZ1ix7EDQ3wISk2NeqzJjKGqJBuQHT6RSKgrQKgkiNHLNdyLRZwjquPYVSBJPOUzjB4dawhkr7+2AB/IBmJyaIvKnW7qrQsC3HJFED/CQG4byOwLsRQmoGeKOTnVRILWdzaCxHvgmGsZFE+ZQhWGPvAB+3JpQPactGFxgXBMsQ1ZF1SnGFD3SUsLXZspITjW8p4GxarNoL2dBp1NVmRQMoYtUDLRIQMNnnSipdzWRiDDBHgHxYHmuiiLi41q8qjij0yTBLl9vm7WwXVEWeRkvtZW+o6tAWQLitvb7TwPLCK4UIHi4mKPvQLMQhDk9uPoc9V8MGlXVQJPbjcMKB4/3sz1C+iNEFuv0l/8BbB+vZe0KUpQSTaVLp7Lchb47NlUH5mFw3FECcMQDg7Ss1OBYrH8HCcWyvpU8b4sqkS7zk7qf9N1l3WIR9iahnvZbMZiX8lxrICXWCveb1MTrVumhAdgZgAD2XuVzboSJqZ4eJjGgSlIiuseVKBYjmVXATDT6kuiniC223Uzn5EOFAPA+9+vXgNkQGkyJ7kIQC5McUFBZsKzfFiLjeGoC2kR+2XcuGz2vqWF5sfRWHkCAAwc0+9uUYFiWwAjs6DyRIoDFOsAgTgAbRYEFeAQF0Jd+IRfvVrd9as2F5kpHhykjdL0+lWgWF40ZVaHmWib4uG2oJite1X8WpDYbJSplD0TFjZB1C8LHQjHFJvWu5avVzRo/EBxkOgK0fsxxX7xkKkUgWKVmDLe/f2esevH1p1zDo3lWbP0McxA8AZskhzKcsUVVP916VK1PhkUi0yZLnzCBqyKoILnpAlTbBruxaJiisV1RSQj+PqbmtTeH1M9NoBSThbzExN2ko/gTqfp+xzWYtI3QUa8eA+8Tra3qw/EUrUtXrvqQIySEs+jAtDa29bmldgMkqGhISxa1IiJEwewfz89g7POoj2IjxsvL6f36uoyGdf16zN1B0lfH7UzMEBtJxL0d1ub98znzCFvA+vu76fvlJd77/kJX393N31/4kTy8oj/u25dZnvydfnJ0BB9t6CAvltaSn9z4i9AdaeHhjLbmjWLPFom9xCFFBYWYurUqSgwicNEHhQrQTGfBmYqKhZUTixKJjNBcWenXUmSIHdhMpldwaGtLbNEj58EASQ51ITBnumCE/SMZKaYN2VbptiGSbAJzxD1BLnXAE9PTw99PwxTHMS8iEBt/Hh7UKwy5uSEL24f8PpclYAoShADrQKYnZ3BfRE2fCKMK1BX4kuVF2Bj3ALZcaq6+FFZly5GtagI+PCH9fp0LLgMhlQJxzqjtLgYOOkkvb4wiXY2c1G8p4ICc4MuKPRHlkTCu07VHGSjjEExJ12pwlj8RJyLKj0q0qCnx54FBYLjWAFaP4uL7ZnDIMML8Poknab2TzghuO0w63t3Nz0n02fU2NiIWbNKUVw8A/PmORgYoBJolZVe2FJLC11/ZWWmQVRRYYcb+OCdGTMI+B46RO3OnZsZ8nfokNduWxs9r3nzzAy7jg56BpWV1H+uS22L18nhK/xeXR1dx4IFwfNkaIj20OnT6Yfj/8X2XTcTU7mud0qmeBpfXOK6Ljo6OtDY2IhKQwvyKCWwx05E9jCdpoFqC2CCrHw5M3ZoiAarzWYqAiQ+nlO2lEtLPaZ4eDi7hJOfBIVPcKgJP6v+flqYogqfkBlWm3hobp+vm3X4McWua+9aYz2sg5PQ5DhcsTSQaS1nlYjMi8kmY+seVm1ifiCzv98sCcMEFMmx/CZMcZBBkkzS32FAsYopFkt8cUy6zBTb5h9wW35Z56qkU1vPkqwP0LtRATU5AIQP+7EtyWbK6LPI8101xuTkwTDPUOwrP6aYa5p3dNC12JabCtpD5PUxbJUkIJgpBrx7tQnJsmW7baqBmDLFYiiLbc7IwMAACgrKAdDE4H4XwaF8Ha6rL73oJzz3OPxHp8t19bkAYXQElTbk52piOMrtDw9n/x+v2eJ30unsvTkucRwH5eXlGFCdL66R9zwoLi31FrSuLuow24VTZeWrrFjeUG3LsQHZ2cls9ck6GBR3dNB3TBeEoHhNbj/sohzkhpSZENvKEKr4Jj9QzCxCGKaYn7+qH2QDKEw1E5agTUYGrR0d6mx0m/ZNQLcJePWrryzH8g8O0j0Ebbzis+f/k8eobOR2d5uBLRVT7Df+AQ9k2cbGiQaoH3jg++jro2cVNSgWRQWKHSe8MWdSfUJkDHt67IyLIJDERzDnErLGevzWLZEpBsJVnpD1qAxUXh9ZTxhQbMIU5wKKTWOKeVzb3INpTDHg9blN9SVPjxMIVMXr4FATW1AsJz2yTlGXbMSoPKwmOrht11WDVr+qUH7CoFj0esk5IamUt1cC9sA+CnFs4iORB8UYN84DxWHZkaDFAMgGrIA9U+zHGgIE8MMyrQyKRcAht68Ce1ExxWydigtaUMF4uX3AHxSL1x+m8gTrYevdr6/lhT8MuLBNXLGNhxfbN2GKbUCxyOgGgTDTdlXMiR8o7umh79vEFPuBYtETw9cdpl/F8Am/5277fHRicm8yKG5rM6sKoNPnB4qZ0RcZQ8A+4ZXbVukAMue7beY+i9hXQTHFQDSg2M8AzoUpNk20A7x77egwrwoSdA/yswoDikXyKQgU2+6BAAE9EeQB/qBYd9S5iR4gk8V1nEzvjWzE2LC4og7xflRMsZ/3zeYedEwxtwvoT8E8miQPisfRJOITo4Bw4RN+8bIAbcxsdedaGkgHxsRNO8wx0oDn3hgeNgN7UTHFjpNpoHBog+kCYBo+waWuwtQolvX4gWLReAjjYgeCE1dUm4ztJmmaGAPYgdcgUCyCVxuwze3pxqjYrmmNYr5mbhtQj5+oQLEpQ2/7fPz0Af5MsVx1IGzFFEDtKZDBddh+YlEBfT9QbBr6o9Jj4uHidaupie7Ndr4HxRTLOSO8/oZJTpTJFbFvZPDNJ2SarMNB4V4yq54rU6xad8Vrb2ujOWsDWOV4f36PRfYo6U51DBIZULoucPDgPpwkBOqbsON+IjLFmzdvxnPP/UYb3sDip6OtrQ0/+tGPMu5Bfl7yPNeVuvzmN2/FM888Y34zhlJVVYUmtkxDSh4Uj/PigmxOUBMlaEEDaGHhxb+5mV7D1sdVbaRAJhvd2mrn/hStUhV7BWQuyraZ3EFMMUDXygDANgnOlCkG6B7CsAiyHt19yGEmYVzsgDnzIno6whpaqk0skciMozV1pcpxZCoQJgJMm3a5PRODxAZsqepC+xmdYZlHvg9OsPNjBeNiinXMvXhiWi6gWBVT7Ge88PjNlSkOMk6B6JniZDJz3eXDXCw9tkakh3w/ZWXZ/egnOlAs6uG5wn1iemy8yT0UFdHzFOOvU6nMgzX82gYy2zdhim3Xd8fxj/OVQxr6+71wMBuRwyeYKVZ9x29N8hNub2BgCJs3b8Yf/pANiuU9oL9/SKtDBsV8jX5MNLcl7/3/9E//iL/4i78wv5kxlPd89QleiLu7CRSXlNjHBwWVGwNoseHktKYmmqw2A1wVPqHatAcH6aetjTY1U/enuOjwouDHvJgWXVddvx8oPnyYfm9roxqspmICinnB7+ykBXPcOHsL3wSYlZYCDQ30u+lpUDpdfptMQQEtxnyIRG+vffgE96fuXmRGV3WMsKpdILMygAoUHzzotQvYMcU8RlXPntu1ZSDlMerHFIc5MljUA5Au1VwuKKAfmSkOW+zeNHwC8O67vd2sKoBOn19VEyA6pjgofIJryIZ9hkFMMZCZl9LUFFydJUiPH+khrr9hyBvAjM0VQbF8YIxf+0EJ52LdWjbiTQyIMExxS4t59SWWRILWlt/+FqitpbbeeCMT7HV1kW5OPB8eBrZsCW57xgw6YhrQh08MDw/jU5/6FF544QXMmDELX/va4xgeLsHu3bvxqU/dhM7ORlRUlOKee+7BkiVL8Ktf/Qq33347BgYGMHnyZGzYsAHTp0/Hbbfdhtraemzdug8zZ07Bpk1/QldXL1577U+47bav4OqRs9MLCoDHH78P3/jGE+jp6UNjYzf++79/iXPPvRStra0YHBzE7bffjksvvRS33HILdu/ejerqapx33nn4zne+gwce+A6eeea/APTjjDMuw5e+9LWMe3acYdx22yewa9cmpFIOLr3047jqqpvxiU9cjw984AP4y7/8S/zmN7/BF7/4RUyZMgWnnnoq9uzZg1//+te47bbbUFNTgz179qCmpgZ/8zd/g89//vMAgA996EM4cOAA+vr68IUvfAE33HCDXUf7SB4US6A4DIAxZYoBWmRUR8MGieniDHist829iFYp69ExFWFYMpPrnzCBap/29tJiEzVTzJtIRwf1QZhjJk1AMXsF0mnyCuQCLvhZ+cWRd3eHS+gLcncCBFQYtJj2ufiMeG4EMcWFhcFsiwi2mZ3wY3P5uk0ZSBmYyMZxaSkZtkNDubG3JmNIrPTCB5vYsIKimDLFgGe4p9PhjTkx9pt1qkCxOK4A+xwLwB/oy54tWx2sxyQ0rrub+qury35tB8zWRxkUB9ULl4W9IeJelUhkh08kk17fdHaal90M8jwB2Tk8NuF3gEfaBHkCmRiqrjZrn0WMKWbAKoN2mU0O4wXUVYbYuXMnHnzwQdxzzz244oqr8Lvf/Q+WLv3/8KlP3YAvfelurF17PGpqXsJnPvMZ/O53v8OZZ56JF198EY7j4N5778U///M/44477gAAvP76q/j+9/+E444rwZNP3of//d9N+PrX78SCBd51cP+8+OJG/OlPW9DUNAnl5UN47LHHUF5ejqamJqxZswaXXHIJvvWtb2Hr1q3YvHkzAOCpp55CTc1OPProy1iwwMX69Zdg06bnsXDhutH2t27djMbGOvzud1sxcybw0kttGetqX18fPv3pT+P555/H/Pnzce2112Y8p+3bt+O5555DZ2cnFi9ejL/+679GKpXCf/zHf2DSpEno7e3FqlWrcMUVV2CybXFwjeRBsQSKTQ+jEEXMivdbOAEPFEddxxLIzFBubbVjLMTwCV37YqiJbeF4+fp5gRalvJw+4+LfYUHx0BD1h4qJBujZNDQAK1aYt6/So3tOXBOyqYmeVdi5qor51W0yYRNvgly2ZWVeWJHpca/iM+J5oUsK5TKIYcqmqa63tNQLbTEF2+J1iwBIBlD8d3t7+PAb8ZrZq8O6ReHjZIHcyrEBalAszw0xwYrBeC7hE6xPB46Ki72ktPZ2WrtsvDbiWNCNsZIS70jesExxKuWt6QzEZJBUXg4cOBA+yQ7wPCqsB1CDvpYWr/brokXh9Pix62JuR38//diETwTtUePGeYC7vd07GdGkba4ZrfOUFhXR9YvhcbZrLwPeiy6iGsEHDgDLl2fq2raN/j7+eGKRJ0yw38/leFzXpffmz5+P6hEkf+qpK1Bbuw8dHV3YuPEF1NZeiaIiehb9I4tDbW0trr76ajQ0NGBgYADz588f1fHBD16C4uIS3+oTPI/OPvs8jBs3CU1NQCrl4pZb/g7PP/88EokE6urqcEhxMslTTz2FjRufwgc/eAqKioDm5i7s378TgAeKjztuAerr9+Dv/u5zuPrqizFt2vkZ6/H27duxYMGC0eu+9tpr8eMf/3j084svvhhFRUUoKirCtGnTcOjQIcyePRs/+MEP8NhjjwEADhw4gJ07d+ZBcVTCoLizkxacJUvs2xCZkSCmuK4uXB1LEXj7LTgALTZdXXagUmSKTdhu21PaxDhT3ebCAGPnTnq1eUYic6QLYeFjZHftomsxOUlJpyeIKQaAffvoNQwjzbrkRCJ5URs3jjaAMKBY5e6UN8myMtoYAOpzE3dkUHgAkOnVMAXFpuETABmGtieLBcUUs8Hc2EhrBRCft0Fmim0TQkVRhU/I7LmY3JdLjWJZnx8ojiIUwG+9Ess8hmXbCws9z8TAgNrA4lwIDtUIA4pTqUyDTFVlgA3JXA8E8gPFgAdcGQeZ3o9JCEh5ObU7NEQ6bIw9TgbVGQ2JBPV5d7eXt2OLkzh8AlDHFAPUN5ywPThoH0/MomKci4TGUqkkhod7MTSUxoQJFfj5zzdj8eLMtfJzn/scvvjFL+KSSy7B73//e9x2222jn40bmeQi8NaB4pKScRgYoGv6r//agMbGRrz66qtIpVKoqqpCn1igHdyeixtu+AquuebTWLQIeO01ChERZeLEiXj00Tfw0kv/izvv/Dckk/+Fe+75j4w2/ER8HslkEkNDQ/j973+PZ555Bhs3bkRpaSnWr1+vvL6w8p5PtCspoYFSU0ODJ6yVD5gBpT176DVM+AQDb92iwDoYxIQ57cgEFB84QPdqAwjEeoV9feqFhNvbsoWeqS2gAfwT4BIJ0rFrF/2dKyjWlePh57R3L73mwhT7xdABBJZaWjw214YJU4VPqDwcPT3UZ729duETfqBIBK+mBzeYxnNzu7ZhSkExxdwWg+Jx4+zzD1gPkHkffjW1TRn6IH1+4ROi6zlswjGLCSjmSjZc9SeX+Fg/HQDdU1i2nccXgzEVmz1hAt3Hrl20xoQxYBho6UIDAJojfX0eI50rKNYlbjFTzMAyTEzx0FB2aAZfc1eXdw82ewiDYr8yaGVlZGTztdsarUEl2QCP1Q9bjk3UJbK4qjANACgtLcfcufPxzDOPjOyjLt544w0AQHt7O2aNbGT3339/1v8zG11WVobu7k5tyTQed6kU0NnZjmnTpiGVSuG5557D/pHzmMvKytDJWdEALrjgAjz66H+gs7MLrgscOlSHlpbDGe03NTWhoCCNs8++An/3d/+E7dtfy1gzlyxZgj179mDfCIP08MMPBz639vZ2TJw4EaWlpdi+fTtefPHFwP+xkfc8KE4kvFhWIDdQzIDScdQLdGkpsHt3OD1hGMowx6aasN3M5MpWoZ+I7tn+fjWYmDbNA2HTptnVSOXnMzjoXwuRvUvTp+fO8un0TJ1K4+rtt2kshGX55FJ/qsV3yhT6zoED9OxsmDATZof7nBMHbRndsQbFzIAye24zz4KMkOJiLxm0uTk3DwCQOYZUc62jwzNIcgHFqix2XT93dtJzKy4OB/gBM1DM/d3TY181Rdbhl5jGOsKCYp7bvK7oQDEAvPUWhayFqe0skgb9/Wo9vI6wsR0XU8wx0mFOyAwC3HzNYbxobDj4gdHychpPzc10H2EO1XBdj4Dio4tFKSyk+2SjNSwolllpFSim5DvgBz/YgMcf/wlOO205TjzxRDz++OMAgNtuuw1XXnklzjrrLExRLHYMvNevPxt79mzDBRdUZwBP7iMm2woLgY985CPYtGkTVq5ciQ0bNmDJiPt88uTJOOOMM3DSSSfh//yf/4Pzzz8fl1zyYVx77VosW3YybrnlL9HT05mhv66uDn/1V+tx+eXV+PSnr8dNN30z43mVlJTgRz/6ES688EKceeaZmD59OiYEDOwLL7wQQ0NDWLZsGf7+7/8ea9asMXncxvKeD58AiFHlGKSwSRKAt1nzMbaiOA4xkzt30mIdpo4l4M/kFhbS9dfW0t9xMcXvvEOvNokeYhyljilOJKjNri47wM3/y4uyHyhev54+P/NM+7JJgBlTXFgIzJxJ/TBhQvgEKZF50W3IPF737rWreP8shgAAIABJREFU1iG3r2OKuc9raujVZEyJ8yEIFLe20pgIC7Z118vGp80YZcDAZQlVz3vaNGKKu7uRkbBiIyaG1cSJBFB5LtvOB1ESicxT9FTlyxikdnXlVo4NMAPFvP61tNA8ioIpVsX2A14MeJj+MmGKxTEWJs5X1OMHvhkU79hBr7mGafiB4q4u6pvSUvMqSSLbHQSK2WNq40UzYYorKz2CK4yHTiyVpkuiYwOGY6PDGo8yKz13bhW2bt06+vmXvvQlbN1Kz3L69Pn4939/EsuWZbZx6aWX4tJLL81qm8Mo3niDrrWiYhIeeOAVzJqVmQtUUABccsn1mDHj+lHv15QpU7Bx40blNf/85z/P+PvjH/8CrrzyC1i8GHjzzezY6uXLl+PZZ1/DgQM0XpubqR/vu+++0e+cffbZ2L59O1zXxU033YSVK1dm3AOL+Gx++9vfKq+PGedc5D3PFAPe4llRkbs7VOfmBrxFeenScHUsRR2AeuGcO9f73abEkQkLV1DgbQCTJtklxpgwxQCwahUt/qedZt62qMMv5gygSX/ZZeESKgEzlg8ARuZ16MoTQDZzGbQh2yQ+cvumVVOYnTLZiFVjSQeKOW7RJtHOz3DjMc+Gm603gw95ULUN0Lg5eJAAq232P4sMgBKJ7OfDAGj7dnrNBRQDwWOpoICMdWaKowrXCGKKOak2LCgWkxXl/mIDrrY23JHugDlTzAapaeKYLGI91yBQXF9vv/6ymIRPTJ5MIO3NN+3WlMJCAmAiOSQL9/PevbQHmJyUJ7YfBIrnzsWIKz8aUKxi/VlvezvdYxjPAGBWxYJPmuzrC4dNGHjrQkF47fEz+vyEwzN07QOex6apyatVLco999yD6upqnHjiiWhvb8enP/1pu4uIWPJMMbyJGqa+JJANAnSg+LTTaCMVgautDj93IUBs9Guv0e82pWJERkQX5wjQRnPokL0rUs5u1y1YS5aES3ZkHVxSStQZpchMsSphEKCM5alT7YGqKHL4hOp+SkqoZNLu3fbPjYESb2T8nigMXvbtowXNNsyB21OBokTCA9smDLRJLG5BAQGGlhbaRGzAVlERgUK/8b9oEcAkSlhWUDasVHrYrfz222QwhDkRURTua2bBVWsUlxJsawPmzctNF2DGFNfV0astKJbBKqAOdykuBjjkMEy4i7huDQyogbXjAJ/8pH3bosjhXyoAVFrqAcOwRpJJ+AQbvum0Hcg3Ybt53xgcNI9VZikspPHpB4pFb1mYtVcuTaraQ8XDdWyIJ1lMQHFhIXmlXDc8yA8CramUV2rV5uwEsX02uFUGgrh2qXDDzTffjJtvvtlOcYySB8UgV/r48eFKdAGZC6fqpB2WRCJ3lyszI6pKBACwbBm519autWtfVSZKNUEuuoju85JL7NoXNzE/pjgX4VO5ONYrDh0yoNHFk3G4TK66xFJ/ugX4Ix+hhdO23BTfC8eRq8J+xo3zFu/KSjMPh/iMeIzKYymZpEWeD9owASyq0BXVXJs6lUDxjBl2HhlmZfw23fnzgeuvD1drnEUG936sYG9veCNRFDaw/AD/+PEUGhImnEHWBZgxxQyKw9QPBsyMeB5jM2fa6QCygZ4taAirR/U8HIfWtIGB3AwyrvoxNKQ2tsRxbVNhSDYgVP2RSnlhFrZeNJOY4uJi4IwzgP37gZNPtmsfMAufKCz0wGDYeGLW5XcaHOviORSWKeb4aNap0sHJtbb3k0xmgmJV+3zqo+3hUkdK8uEToEGxenV4N4gMKONYOE2scP7etdfa102Ugb2oU5SKCuCjH7V3RYpMtC6mOFdhFmWsQLEuISYqMXHdArQQhTntTDS0dKwRJ6ICdlnogH+8p9heebk9A+0XusJj/6yzzK6XhT0NQQk0VVVeeEwYMWGKRbBiA0x0wkyx39wuK/Oy9qMAxX4x5ew6b2mhjdt2/CYSHkjyGwtMDpx/fji2XZyDYV3YJmK6vl9+OREfYQ0lOXxCNedLSmiMz51rt86bgGIAOOcc6r/ly60u3Sh8AgDOO4+Y+zB9JSac64Aq13IGwh9wA2Qn2vmx0oDZcdg6HazHL7whjA5+XtwnuvyZBQtovQ97KudYSp4pjkDkxSAOUCyD1qh1yIsyED5BTCV8/T09tADEsbmMNSj2Y4qjEHlcRa3L1Jhbvx74xS/MY2jFZ8RMrV98oWm7KtZOtcivWQOceqr982JPAy/wYwWAVM/GcYCrrqJQqFzi0lkYFPsBSJGdjKousg4UA8RI1tQQsAhbsSGIKV6+nABk2LnDz6mvj3SFASY2evwSkQECq7aEhygm4RMA8Fd/Zd+2CdsN0PxctSpczWien44Tzz4rM8V++UGdnbmDYq65rqohDGTGXIcBlCbhE5MnU3Wh8ePt5wn3Ie+5uj4tKQkXNnokJA+KIxAZXOQSZ6QTOVEtaoZSBZDCVGfQCV8vlzmMiynu6qIJmksChJ+ILNhYMcVj1ee6Ba26mlzPpuECcl1cUZcoixYBL7wArFuX/ZlK+P45blz3PBwn3PgqKsrMKo/L4DFhigECw1EAYsAsfOL444E//pE+yyWxzxYU21ZNYSksDGaKgdz6kZ8TH2gSNyjmuR6XHhkU655ZmLXTlClWlSw1bV/0NEa5P7GIoHh4WG8Yp1LhSzKKukTAqrqfoiJae8MyrHwKoJ+O4mIKNQljZMigOI49d6wlHz4RgcTN4so64ojJHSsmmkFx3ExxXCxfMkkLAQOzsWCKe3vVx1bnKiIo9tsgAXJ9mSZuyiUKAfUmWFUF3Hqr2Sl5AOkXkymjfvb8fLk+a1x9a1LmKw6dQWEnc+cCV19NrudcNjdTULxqFcXdn3pqOD083/2Afq7CY4BjLuP2HvD6OBag2M8QDiOmoDislJQQuGtpiYd4ArIT7eIEeSoWN5lMorq6GsuXL8epp56KF154ATNnAs3N+1BSUoLq6mqccMIJuPHGG5FOp7Fv3z44joO///u/H223qakJqVQKn/3sZ0djflnHgQNeO9XV1bjxxhsB0Dh/+OEHcfLJJ2PZsmW48MIL0cQnrAjS2tqKyy67DMuWLcPq1avxzjtUJq2vD3jxxSexdOliHHfccfjWt74V34OLWfKgOAKRGbc4FmcZFEe9YSeTZEXGFRc9FoBDjAmNa/MCvNO4xoopZuYyal1ivGSUG6RJeT8WmwopgJcMF8emy2OSx2hcY6iggOZbXPehElMAuXSpfVUAWVSgWAUuKiuBT33KO1DHVkxiinMVri7DoDhOsAp4Yy9OPTwG/MInwkjcxh4D4UOHcq/GohOZKfYDxRve3ICq71Uh8bUEqr5XhQ1vbrDWJYPikpISbN68GW+88Qa++c1v4itf+cro9xcuXIjNmzdjy5Yt2LZtG37xi18AABYsWIBf//rXo9975JFHcOKJJ462yVVnALofbmfz5s24++67AQBDQ0P4whe+gOeeew5btmzBsmXLcOedd2Zd8ze+8Q1UV1djy5YteOCBB/DlL38BANDbO4xvf/sm/Pa3v8W2bdvw4IMPYtu2bVbP42iRPCiOQOJ2c4s6OPs2alDJMVpxgWIGAuyGjLv6RJyguLiY2NuxYorjAsU2TLGN2IBiWxHjfuMGxXH2bXGxVxN5rJjioMoyUYkpU5yriEBfV40nV+FQnLhBscxIx80UcxnGKMeBGN4Uh2eLgbDpCZhhRGSKXVcPije8uQE3/OoG7G/fDxcu9rfvxw2/usEKGAfF+3Z0dGCiIri/oKAAp59+OnaNnFJSUlKCpUuXYtOmTQDoqOSrrroKgJdLwKFsupAT13Xhui66u7vhui46OjowU1GuZdu2bTj33HMB0BHNNTX70Nx8CG+99TLmzTsOCxYsQGFhIa655prRU/eONcmD4ghELA8UFyAby+oNcYBiLifEJwfGBYqHh8kFGdemAnjlZY51pjguZkcOn3Cc6NyQcTLFPCbb2jwjLi4R7yNOgMois6pxjltV9Yk4niUn2sXNthcVeevWuwEUcwlG/jsqiXu9EtnhuJlifj46Q+urz34VPYM9Ge/1DPbgq89+1UqXDIp7e3tRXV2NJUuW4JOf/GRGWMSonp4ePPvsszhZqDl3zTXX4KGHHkJtbS2SyeQooE0mgeee+yW+8Y1bAVB/7927F6eccgre97734Y9//CMAIJVK4a677sLJJ5+MmTNnYtu2bfjEJz6RpXv58uV49NFHAQAvv/wy9u/fj6amWjQ21mHWLC8Obvbs2ajjeovHmBiDYsdxko7jvO44zq9H/p7vOM5LjuPsdBznYcdxCkfeLxr5e9fI51XxXPrRI45DC0Cc8WDMhMQVUwxksklxbDLFxV5Avm1dUhPhTN2mpnhLv5SU0MI/PDw2TDGPqziZ4ii9D5xIw6AoyqTNOEExz9vmZruTtsJInPehkrFkisXT2dhFH0dSlJhoF+f9iOXp4mIoUyl6TnGDb9NqAWFEPOkNiC98AogXFDuOZzzqjLma9hqr93W6XDezxi+HT2zfvh1PPvkkrrvuOrgj9dR2796N6upqnHHGGbj44otx0UUXjbZ14YUX4umnn8aDDz6Iq6++OkPH+953CW6++R8BALNmVaKmpgavv/46/uVf/gUf/vCH0dHRgcHBQdx11114/fXXUV9fj2XLluGb3/xm1jXfcsstaG1tRXV1NX74wx/ilFNOQVFRAVzXzXpWThyTfgzEZkp8AcDbABjOfBvAv7qu+5DjOHcD+ASAu0ZeW13XPc5xnGtGvne1qsF3k6RS8cciFhYSQzk0FA8YE0scxbEo83MpKIjnGeVavsZUSkoo2YN/j0tk5iXOkmxRh+QwKE6no2ejuMJI1M+D+zLMaVu2UlREB66k02MLiseCKRbDyaKOWxVlrAyLSZOoSsa4cfGH1LABHBfo477gAzyiNCaSSboHrnUd9dooru9hD84JEg4jDKqmMHfCXOxv369831SYhWZvisxKr127Fk1NTWhsbATgxQKrpLCwECtWrMAdd9yBt956C7/61a8yrn9wkPunCMXFNIhXrFiBhQsXYseOHaPAe+HChQCAq666SpksV15ejp/+9KcAKORi/vz5mD17Pjo6etDQcGD0e7W1tcrwi2NBjJhix3FmA7gYwL0jfzsAzgHw3yNfuR/Ah0Z+v3Tkb4x8fq5zrJoMFjIWcWciGx3H4szxmnFV0OBjKsvK4mGOgo6TjEo4CxqIjzkCspMTjxWmGPASeqIeS0VFtGF1d0f/7MV5G3eReREAvVuZYr9DYaKQ0lKqe97dHS+zz6W34pzrgDfmiouPTaYYiJcwSCaB006jvg6bnGkiJqD46+d+HaWpzEFXmirF18/9urGeIFC8fft2DA8PY7Lh+c5/+7d/i29/+9sZ3+frHxig3xsbGzE8Qk3v2bMHO3fuxIIFCzBr1ixs27ZtFIA//fTTWLp0aZaOtrY2DIxY1vfeey/WrVuHFSvKceaZq7B//07s3bsXAwMDeOihh3CJ7bG3R4mYTonvAfj/AfBWMRlAm+u6I92JWgB8qO0sAAcAwHXdIcdx2ke+n1Hfw3GcGwDcAABzj5Wqzj4ybhxwYMRQiospLiqKv3pDnFUV+JCGuDZJce2IE9SIG3BcjA7gxbXyJhO1LgYvXPItyjHFBpbrRgvAiou9ORDH85g4kVzYcRpVAD2fuFlBUThfYGAgfJ1YU6HSUvGD4nHjaHy1toavdWwi7DWI85kBxH42NORe/9ZPeC729GT+HZWUlnpHd8dhqFx4IXDuufEakqmUdwKcDhR/5OSPAKDY4pr2GsydMBdfP/fro++biBy/nEx6McUAMbH3338/koYB+SeeeOJo1QlRxx/+8Evs2LEJn//8P+L555/HrbfeioKCAiSTSdx9992YNDLg/uEf/gHr1q1DKpXCvHnzcN999wHAaIWKG2+8EW+//Tauu+46JJNJnHDCCfjJT36CVApYtKgAd955Jy644AIMDw/j4x//eNa1HCsSOM0dx/kAgMOu677qOM56flvxVdfgM+8N1/0xgB8DwMqVK7M+P9ZEBGFxgeLiYqC+PltfVFJURPFgvb3xMBWzRsymuFxfIrgwPSUtjIjPPq57AbzkxO5u+jsuUMztRw2K+/qiP3lK3GjjYO4qKghkxc0Ui896LI4+FQ2gqA/mUQmD8LiZYoDCaeJkihcupFrKfGR0XMJrSZyMtBz3G/VelcuRwSbC+Ttxirhe+en6yMkfsQLBsqhA8bB44pEgVVVV2Lp1q/H7119/Pa6//np0d1NM8fvedwmSSeCKK67AFVdcodRx4403jtYtlt9nWbt2LXbu3Kn8//e///14//vfr/zsWBKT5eoMAJc4jvN+AMWgmOLvAahwHKdghC2eDWAErqEWwBwAtY7jFACYAKAl8is/ykRcyOJyfRUXe0H5cWykhYXEIAwMxLPJzJsHfOhDdERmHOI4wPXXE5MYJ9MnHu0ZN8vHoLi4OHpwkUjQBsAbZJSgmEuOMbCPSuJm6auqgL174z+SVJy/YwmKe3rGvtpFXCBG7P84Y/tTKWAsPMHMdscZGsDPKY45D2TOzzj7JE7h+TEWHhUgExRHLeJcfzecNjcWEtjlrut+BcBXAGCEKf6S67ofcRznEQB/CeAhAB8FwEXpfjny98aRz3/nchT3u1hEUByXpS+Cizg20uJiz60Wl5U/4hmKTaqq4m0fIMA0eTIdPhC3cJ/HNaZKSrxY+KiZYg4PMAyJM5K4yzKddRYdPx1334qG1ViC4q6ueJPFRH1jCYrjrhYyFrJwIXDjjfEmeYplB4HoxwL3SUHB2BhfcQg/E8eJ16PCgLu/nwByHHW22SsUdRjbu1lysYO+DOAhx3FuB/A6gJ+MvP8TAD9zHGcXiCG+JrdLPDZEZCbjssgYGFHplujbFzfnY9XKHwtJJICbborfBQ1QfGFdXXyMdGmpVwYqSvDClQGAaJliMVxFBJZRSSIxNsaOeO1jdaIdQGAo7nhp1scJnHH0EzB2TPFYyowZ8bYfNyhmA/hYpsH4GcU9L0VQHBcjzeFrY1UP/d0gVl3huu7vAfx+5Pc9AFYrvtMH4MoIru2YEl7M4kz44DjZdDoeQCZulu8G5iVOicOqVwkfaBQXsCgpAQ4epN+jZKM5phiIFhSLrPNYgMm4hPt1LAAq4IHGjo74gRcwNgdriKA4zuS0d5PI4RNRxxTPGTm/4VjOnS8tBWbO9OZoXMJA2O/kvCiEDZT8nm4mMefTvndk+nTg8svHBhRH6Y4WJc8UH33CyYlxJfKK/RwlQCsu9mriRslGJZPAJz5x7I/P8eOBq66KN1FTFHFDHIvNkctaxXnqYyJBYLi1lUBMXoIllaLn1tMTfRIsQHvU1VePTRhbXOI4YzOe+KCQuEHx3LlUwUg8hCYvesmD4ojEcYBly+LVMX06sH59fHG5IijOT6CjQxYvBv7mb+JjihkgpVLRskYiEI6LjTrW5YQTxk7XWCdAcU31gYF4Y5g/9jECFMey12AsxXGo/7u7qV/i8DgqytvmRSGcyMcHa8QlEyfGz3q/m2SMnMB5iUISCQLFcQGkigpaMCdMyLtajiaJq78BDyBFfaCKCLziKlGYF3MZa6aYa54PDcULWMvK8muVrfDzGouEy7z4C4dQ2MYUf/KTn8S2bdus9W3evBm/+c1vrP9v/fr12LRpk/X/mcp9992Hz372s7G1byN5UJyXUUkmiZW84YYjfSV5GSvhUBwuCxSViPHJeVB85EV0k48FiCwpifegobyEF/YIjkXVk3e1bNhAcSKJBL1u2GDdBBuM8hxxXRdpPjZVIffeey9OCOFqCguK30uSB8V5yZCiorE5YSsvR4dwzejVWSmzuUk+FOfoEtELMBZJaSLwzoc2HF3Cnqc8KM5BNmwg9mj/fgoK3r+f/rYExmyslpQA+/btw9KlS/GZz3wGp556Kg4cOICnnnoKa9euxamnnoorr7wSXV1dADKZW913XnnlFZx++ulYvnw5Vq9ejfb2dtx66614+OGHUV1djYcffhjd3d34+Mc/jlWrVuGUU07B449TZd3e3l5cc801WLZsGa6++mr09vYqr7+qqgpf/vKXsXr1aqxevRq7du0CQMdJX3HFFVi1ahVWrVqFP//5zwCAl19+GaeffjpOOeUUnH766XjnnXey2nziiSewdu1aNDU14ZFHHsFJJ52E5cuXY926dVbPNrS4rnvEf1asWOHmJS95OTLS2+u6w8PRttnZ6br/8A/009sbbdt5CSfPP++63/ue6/b0xK/rlVe8/t+yJX59eTGX7dupX/74xyN9JUeX7Nu3z/zL8+a5LsHhzJ9586x0Dg66bkMDrb979+51HcdxN27c6Lqu6zY2NrpnnXWW29XV5bqu637rW99yv/a1r7mu67rve9/73FdeeUX7nf7+fnf+/Pnuyy+/7Lqu67a3t7uDg4PuT3/6U/emm24a1f+Vr3zF/dnPfua6ruu2tra6xx9/vNvV1eXecccd7sc+9jHXdV33jTfecJPJpPvKK68oHsM89/bbb3dd13Xvv/9+9+KLL3Zd13WvvfZa948jA2z//v3ukiVLMq7DdV336aefdi+//HLXdd3R63r00UfdM888021paXFd13VPOukkt7a2dvT6woqqbwFschV4NJ9ol5e8vMcljvAGkSnMh08cHXLWWfQzFjLWMcx5MZfFi4GPfzxfsSMnqamxe18jBQWZJRLnzZuHNWvWAABefPFFbNu2DWeccQYAYGBgAGuls8Z133nnnXdQWVmJVatWAQDKNaWFnnrqKfzyl7/Ed7/7XQBAX18fampq8Pzzz+Pzn/88AGDZsmVY5lNF4Nprrx19vfnmmwEAzzzzTEbMc0dHBzo7O9He3o6PfvSj2LlzJxzHwaAQt/fcc89h06ZNeOqpp0av94wzzsD111+Pq666Cpdffrnfo4xM8qA4L3nJS+SSSNDmmw/FeW9KHhQf3XIs1xE+KmTuXAqZUL2fg4wTFkzXdXHeeefhwQcf1H5f950tW7bAMcicdl0X//M//4PFixdnfWby//L3+Pd0Oo2NGzeiRCp187nPfQ5nn302HnvsMezbtw/r168f/WzBggXYs2cPduzYgZUrVwIA7r77brz00kt44oknUF1djc2bN2NyXDVpRyQfU5yXvOQlFrn2WuCSS470VeTlSEgeFOflXS1f/3r2wC4tpfcjkjVr1uDPf/7zaJxuT08PduzYYfSdJUuWoL6+Hq+88goAoLOzE0NDQygrK0NnZ+fo/19wwQX44Q9/CHfkhI/XX38dALBu3TpsGImP3rp1K7Zs2aK9zocffnj0lZns888/H3feeefodzZv3gwAaG9vx6yR4vv33XdfRjvz5s3Do48+iuuuuw7/r737C23rvMM4/n2Iq15shaVYLaYrjjdKwFhyF0JtMJjmwmnXm7QXgYawhTFYCW1YL5aQDExLerMFtpDcLGQspIVsTaEt88X++WIwKKyrO7I2TtI1bp0la2gystQLJVnq/Xah42BcS1i14iPpfT5w0NGrg/Taj97Dzz7vK01OTgIwNTXFwMAAe/fupbOzk/Pnzy/pd7ccLorNzKyh5n8uqhd0WdvZuhUOH4bu7soq1u7uyv2tWxv2EsVikaNHj7JlyxbK5TKDg4OcOXPm1uOSqh5TKBQ4fvw4O3bsoL+/n5GREa5fv86GDRs4derUrYV2o6Oj3Lx5k3K5TF9fH6OjowBs376da9euUS6X2bdvHw/VWIl948YNBgYGOHDgAPv37wfg4MGDTExMUC6X6e3t5dChQwDs2rWLPXv2MDQ0xOzs7Oeea+3atRw7dozNmzczNTXFzp07KZVK9PX1MTw8TH9/f8N+v9Vo7i+EPK1fvz5u52fgmZnZynrjjcrq+kZ/sonZ7XDu3Dm6u7vz7saSlEolxsbG6OnpybUfa9asYWJigs6V+mrOL2ixbCW9HRHrFx7rOcVmZtZw2dofM2ugkZERSqVS7gVxu3JRbGZmZtYCxsfH8+7CLdPT03l3oeE8p9jMzMyS1wzTSa2x6s3URbGZmZklrVAoMDMz48K4jUQEMzMzFOr4Wk1PnzAzM7OkFYtFLl++zNWrV/PuijVQoVCgWCwu+XgXxWZmZpa0jo4Ourq68u6G5czTJ8zMzMwseS6KzczMzCx5LorNzMzMLHlN8Y12ki4D53J6+U7gXzm9tq0c55wOZ50G55wOZ52Olcq6OyI+twKvKYriPEmaWOyr/qy9OOd0OOs0OOd0OOt05J21p0+YmZmZWfJcFJuZmZlZ8lwUw+G8O2Arwjmnw1mnwTmnw1mnI9esk59TbGZmZmbm/xSbmZmZWfJcFJuZmZlZ8pItiiU9Kuk9SWcl7c67P7Z8kqYlvSvphKSJrO1uSeOS3s9uV2ftknQwy/8dSevy7b1VI+mIpEuSTs5rqztXSduy49+XtC2Pn8Vqq5L185L+mY3rE5Iem/fYnizr9yQ9Mq/d5/cmJul+SX+UdFrSpKTvZ+0e122mRtbNOa4jIrkNWAVMAV8DCsDfgN68++Vt2blOA50L2vYBu7P93cCPs/3HgN8CAgaBN/Puv7equQ4D64CTXzRX4G7gg+x2dba/Ou+fzduSsn4e+MEix/Zm5+47gZ7snL7K5/fm34AuYF22fxfw9yxPj+s222pk3ZTjOtX/FD8EnI2IDyLiv8DLwKac+2S3xybgxWz/ReDxee0vRcWfga9I6sqjg1ZbRPwJuLKgud5cHwHGI+JKRPwbGAcevf29t3pUybqaTcDLEXEjIj4EzlI5t/v83uQi4mJE/DXb/w9wGrgPj+u2UyPranId16kWxfcB5+fdv0DtkKw1BPAHSW9L+l7Wdm9EXITK4ATuydr9Hmht9ebqvFvbM9ll8yNzl9Rx1m1B0hrgG8CbeFy3tQVZQxOO61SLYi3S5s+ma31DEbEO+CbwtKThGsf6PdCXSSnnAAABzklEQVSequXqvFvXz4CvAw8CF4GfZO3OusVJ+jLwKvBsRMzUOnSRNmfdQhbJuinHdapF8QXg/nn3vwp8lFNfrEEi4qPs9hLwOpXLLR/PTYvIbi9lh/s90NrqzdV5t6iI+DgiZiPif8DPqYxrcNYtTdIdVIqkYxHxWtbscd2GFsu6Wcd1qkXxW8ADknokFYAngbGc+2TLIOlLku6a2wc2Aiep5Dq3Inkb8Otsfwz4draqeRD4ZO6ynbWEenP9PbBR0ursMt3GrM2a3IK5/k9QGddQyfpJSXdK6gEeAP6Cz+9NT5KAXwCnI+Kn8x7yuG4z1bJu1nHd0egnbAUR8ZmkZ6gMnlXAkYiYzLlbtjz3Aq9Xxh8dwC8j4neS3gJekfRd4B/A5uz431BZ0XwW+BT4zsp32ZZC0q+Ah4FOSReA54AfUUeuEXFF0gtUTqwAeyNiqQu6bIVUyfphSQ9SuVQ6DTwFEBGTkl4BTgGfAU9HxGz2PD6/N7ch4FvAu5JOZG0/xOO6HVXLekszjmt/zbOZmZmZJS/V6RNmZmZmZre4KDYzMzOz5LkoNjMzM7PkuSg2MzMzs+S5KDYzMzOz5LkoNjMzM7PkuSg2MzMzs+T9HwmjOWlm/Pd8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 58.898848\n",
      "ibi: 1018.695652\n",
      "sdnn: 65.760061\n",
      "sdsd: 34.866925\n",
      "rmssd: 64.737231\n",
      "pnn20: 0.863636\n",
      "pnn50: 0.409091\n",
      "hr_mad: 40.000000\n",
      "sd1: 45.758077\n",
      "sd2: 82.926832\n",
      "s: 11921.000816\n",
      "sd1/sd2: 0.551789\n",
      "breathingrate: 0.161095\n"
     ]
    }
   ],
   "source": [
    "#set large figure\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "#call plotter\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display measures computed\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks nice, and we ran into no problems.\n",
    "\n",
    "----------\n",
    "\n",
    "Let's move on to the second included dataset and explore it first:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data, timer = hp.load_exampledata(1)\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a more tricky signal I made intentionally. There's no signal in the beginning as I started recording before and while putting on the sensor. After the signal commences there's a few noise spikes as I forcefully moved the sensor while recording. This imitates what may happen when recording 'in the wild' as well if the participant moves and accidentally tugs at a sensor cable.\n",
    "\n",
    "HeartPy is designed to handle this sort of thing out of the box. Let's look at the example first:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 62.376304\n",
      "ibi: 961.903744\n",
      "sdnn: 64.613519\n",
      "sdsd: 29.871930\n",
      "rmssd: 57.069746\n",
      "pnn20: 0.797297\n",
      "pnn50: 0.486486\n",
      "hr_mad: 47.010333\n",
      "sd1: 40.344402\n",
      "sd2: 81.621935\n",
      "s: 10345.227446\n",
      "sd1/sd2: 0.494284\n",
      "breathingrate: 0.155994\n"
     ]
    }
   ],
   "source": [
    "sample_rate = hp.get_samplerate_mstimer(timer)\n",
    "\n",
    "wd, m = hp.process(data, sample_rate)\n",
    "\n",
    "#plot\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display measures computed\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note we computed the sample_rate from a timer column (that was in ms values). This is important beforehand since we didn't know with what sample_rate the signal was sampled. All measures depend on knowing the sample rate.\n",
    "\n",
    "HeartPy comes with two functions: ***hp.get_samplerate_mstimer()*** that computes sample rate based on a ms-timer, and ***hp.get_samplerate_datetime()***, that computes sample_rate based on a column in datetime values.\n",
    "\n",
    "You saw how we used the mstimer earlier, now let's look at a 'in the wild' recording that uses datetime strings to encode time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-11-24 13:58:58.081000\n"
     ]
    }
   ],
   "source": [
    "data, timer = hp.load_exampledata(2)\n",
    "\n",
    "print(timer[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When computing the sample rate we need to give ***get_samplerate_datetime()*** the format of the string (by default it expects HH:MM:SS.ms):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sample rate is: 100.419711 Hz\n"
     ]
    }
   ],
   "source": [
    "sample_rate = hp.get_samplerate_datetime(timer, timeformat='%Y-%m-%d %H:%M:%S.%f')\n",
    "\n",
    "print('sample rate is: %f Hz' %sample_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we know all that, running the analysis is the same as before:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Finished in 0.248689 sec\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 97.325149\n",
      "ibi: 616.490194\n",
      "sdnn: 57.916589\n",
      "sdsd: 30.173744\n",
      "rmssd: 38.181375\n",
      "pnn20: 0.320281\n",
      "pnn50: 0.086345\n",
      "hr_mad: 29.874613\n",
      "sd1: 26.997110\n",
      "sd2: 75.178572\n",
      "s: 6376.189507\n",
      "sd1/sd2: 0.359106\n",
      "breathingrate: 0.258103\n"
     ]
    }
   ],
   "source": [
    "wd, m = hp.process(data, sample_rate, report_time = True)\n",
    "\n",
    "#plot\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#let's zoom in on a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.xlim(20000, 30000)\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display measures computed\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Well that looks just swell!\n",
    "\n",
    "Now you know how to use HeartPy to analyse basic PPG signals.\n",
    "\n",
    "Take a look at some of the other notebooks to see how to handle lower quality signals that come from various wearables (smartwatch, smart ring), as well as how to handle (noisy) ECG signals!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
